{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024 in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024 in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How do epigenetic changes affect aging processes?\nBad decomposition: [\"research epigenetic changes affect aging thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology 2024 market overview statistics\", \"key players autonomous vehicle technology 2024 industry leaders\", \"autonomous vehicle technology 2024 recent developments news\", \"autonomous vehicle technology 2024 challenges problems 2024\", \"autonomous vehicle technology 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is microbiome research changing our approach to mental health?\nBad decomposition: [\"research microbiome research changing our thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing 2025 breakthroughs 2024\", \"breakthroughs quantum computing 2025 research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing 2025\", \"breakthroughs quantum computing 2025 future trends predictions\", \"breakthroughs quantum computing 2025 funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are large language models being used in drug discovery research?\nBad decomposition: [\"tell me everything about large language models being\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024 in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization globally market overview statistics\", \"key players status space commercialization globally industry leaders\", \"status space commercialization globally recent developments news\", \"status space commercialization globally challenges problems 2024\", \"status space commercialization globally growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing breakthroughs 2024\", \"breakthroughs quantum computing research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing\", \"breakthroughs quantum computing future trends predictions\", \"breakthroughs quantum computing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally us market overview statistics\", \"key players cryptocurrency regulation globally us industry leaders\", \"cryptocurrency regulation globally us recent developments news\", \"cryptocurrency regulation globally us challenges problems 2024\", \"cryptocurrency regulation globally us growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is fintech disrupting traditional banking in emerging markets?\nBad decomposition: [\"tell me everything about fintech disrupting traditional banking\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are AI regulations evolving across different jurisdictions?\nBad decomposition: [\"research ai regulations evolving across thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally 2025 market overview statistics\", \"key players cryptocurrency regulation globally 2025 industry leaders\", \"cryptocurrency regulation globally 2025 recent developments news\", \"cryptocurrency regulation globally 2025 challenges problems 2024\", \"cryptocurrency regulation globally 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How has the replication crisis affected psychology research?\nBad decomposition: [\"research has replication crisis affected thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024 in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is climate change affecting ocean biodiversity?\nBad decomposition: [\"tell me everything about climate change affecting ocean\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the main challenges in federated learning deployments?\nBad decomposition: [\"find all information about main challenges federated learning\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are governments using AI for public services?\nBad decomposition: [\"research governments using ai public thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally market overview statistics\", \"key players cryptocurrency regulation globally industry leaders\", \"cryptocurrency regulation globally recent developments news\", \"cryptocurrency regulation globally challenges problems 2024\", \"cryptocurrency regulation globally growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the leading theories on consciousness in neuroscience?\nBad decomposition: [\"research leading theories on consciousness thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024 in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology globally market overview statistics\", \"key players autonomous vehicle technology globally industry leaders\", \"autonomous vehicle technology globally recent developments news\", \"autonomous vehicle technology globally challenges problems 2024\", \"autonomous vehicle technology globally growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are edge computing and IoT converging in 2024?\nBad decomposition: [\"research edge computing iot converging thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology us market overview statistics\", \"key players autonomous vehicle technology us industry leaders\", \"autonomous vehicle technology us recent developments news\", \"autonomous vehicle technology us challenges problems 2024\", \"autonomous vehicle technology us growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market us market overview statistics\", \"key players electric vehicle market us industry leaders\", \"electric vehicle market us recent developments news\", \"electric vehicle market us challenges problems 2024\", \"electric vehicle market us growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally globally market overview statistics\", \"key players cryptocurrency regulation globally globally industry leaders\", \"cryptocurrency regulation globally globally recent developments news\", \"cryptocurrency regulation globally globally challenges problems 2024\", \"cryptocurrency regulation globally globally growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market 2024 market overview statistics\", \"key players electric vehicle market 2024 industry leaders\", \"electric vehicle market 2024 recent developments news\", \"electric vehicle market 2024 challenges problems 2024\", \"electric vehicle market 2024 growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology 2025 market overview statistics\", \"key players autonomous vehicle technology 2025 industry leaders\", \"autonomous vehicle technology 2025 recent developments news\", \"autonomous vehicle technology 2025 challenges problems 2024\", \"autonomous vehicle technology 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the most successful AI startup business models?\nBad decomposition: [\"find all information about most successful ai startup\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization us market overview statistics\", \"key players status space commercialization us industry leaders\", \"status space commercialization us recent developments news\", \"status space commercialization us challenges problems 2024\", \"status space commercialization us growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing globally breakthroughs 2024\", \"breakthroughs quantum computing globally research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing globally\", \"breakthroughs quantum computing globally future trends predictions\", \"breakthroughs quantum computing globally funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024 in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the most impactful open-source AI frameworks right now?\nBad decomposition: [\"find all information about most impactful open-source ai\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are central banks responding to persistent inflation?\nBad decomposition: [\"tell me everything about central banks responding persistent\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the emerging treatments for Alzheimer's disease?\nBad decomposition: [\"find all information about emerging treatments alzheimer's disease\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally 2024 market overview statistics\", \"key players cryptocurrency regulation globally 2024 industry leaders\", \"cryptocurrency regulation globally 2024 recent developments news\", \"cryptocurrency regulation globally 2024 challenges problems 2024\", \"cryptocurrency regulation globally 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are mRNA vaccines being developed beyond COVID?\nBad decomposition: [\"research mrna vaccines being developed thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market globally market overview statistics\", \"key players electric vehicle market globally industry leaders\", \"electric vehicle market globally recent developments news\", \"electric vehicle market globally challenges problems 2024\", \"electric vehicle market globally growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market 2025 market overview statistics\", \"key players electric vehicle market 2025 industry leaders\", \"electric vehicle market 2025 recent developments news\", \"electric vehicle market 2025 challenges problems 2024\", \"electric vehicle market 2025 growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing 2025 breakthroughs 2024\", \"breakthroughs quantum computing 2025 research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing 2025\", \"breakthroughs quantum computing 2025 future trends predictions\", \"breakthroughs quantum computing 2025 funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology 2025 market overview statistics\", \"key players autonomous vehicle technology 2025 industry leaders\", \"autonomous vehicle technology 2025 recent developments news\", \"autonomous vehicle technology 2025 challenges problems 2024\", \"autonomous vehicle technology 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is social media regulation evolving internationally?\nBad decomposition: [\"tell me everything about social media regulation evolving\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What is happening with global water scarcity policy?\nBad decomposition: [\"tell me everything about happening with global water\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally 2025 market overview statistics\", \"key players cryptocurrency regulation globally 2025 industry leaders\", \"cryptocurrency regulation globally 2025 recent developments news\", \"cryptocurrency regulation globally 2025 challenges problems 2024\", \"cryptocurrency regulation globally 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How do transformer architectures compare to state space models?\nBad decomposition: [\"research transformer architectures space models thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024 in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally 2024 market overview statistics\", \"key players cryptocurrency regulation globally 2024 industry leaders\", \"cryptocurrency regulation globally 2024 recent developments news\", \"cryptocurrency regulation globally 2024 challenges problems 2024\", \"cryptocurrency regulation globally 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What breakthroughs have occurred in room-temperature superconductors?\nBad decomposition: [\"tell me everything about breakthroughs have occurred room-temperature\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing 2024 breakthroughs 2024\", \"breakthroughs quantum computing 2024 research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing 2024\", \"breakthroughs quantum computing 2024 future trends predictions\", \"breakthroughs quantum computing 2024 funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the security vulnerabilities in large language models?\nBad decomposition: [\"research security vulnerabilities large language thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024 in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization 2024 market overview statistics\", \"key players status space commercialization 2024 industry leaders\", \"status space commercialization 2024 recent developments news\", \"status space commercialization 2024 challenges problems 2024\", \"status space commercialization 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024 in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the key debates in philosophy of mind about AI?\nBad decomposition: [\"find all information about key debates philosophy mind\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are European countries responding to the energy transition?\nBad decomposition: [\"find all information about european countries responding energy\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization 2024 market overview statistics\", \"key players status space commercialization 2024 industry leaders\", \"status space commercialization 2024 recent developments news\", \"status space commercialization 2024 challenges problems 2024\", \"status space commercialization 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization 2025 market overview statistics\", \"key players status space commercialization 2025 industry leaders\", \"status space commercialization 2025 recent developments news\", \"status space commercialization 2025 challenges problems 2024\", \"status space commercialization 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is generative AI changing software development workflows?\nBad decomposition: [\"research generative ai changing software thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024 in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the most influential economics papers of the last decade?\nBad decomposition: [\"find all information about most influential economics papers\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What is driving the consolidation in the semiconductor industry?\nBad decomposition: [\"find all information about driving consolidation semiconductor industry\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing 2024 breakthroughs 2024\", \"breakthroughs quantum computing 2024 research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing 2024\", \"breakthroughs quantum computing 2024 future trends predictions\", \"breakthroughs quantum computing 2024 funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the latest geopolitical tensions affecting tech supply chains?\nBad decomposition: [\"tell me everything about geopolitical tensions affecting tech\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the most cited papers on attention mechanisms in 2024?\nBad decomposition: [\"research most cited papers on thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market 2024 market overview statistics\", \"key players electric vehicle market 2024 industry leaders\", \"electric vehicle market 2024 recent developments news\", \"electric vehicle market 2024 challenges problems 2024\", \"electric vehicle market 2024 growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing 2025 breakthroughs 2024\", \"breakthroughs quantum computing 2025 research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing 2025\", \"breakthroughs quantum computing 2025 future trends predictions\", \"breakthroughs quantum computing 2025 funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What recent findings challenge our understanding of dark matter?\nBad decomposition: [\"find all information about findings challenge our understanding\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization market overview statistics\", \"key players status space commercialization industry leaders\", \"status space commercialization recent developments news\", \"status space commercialization challenges problems 2024\", \"status space commercialization growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market market overview statistics\", \"key players electric vehicle market industry leaders\", \"electric vehicle market recent developments news\", \"electric vehicle market challenges problems 2024\", \"electric vehicle market growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market 2024 market overview statistics\", \"key players electric vehicle market 2024 industry leaders\", \"electric vehicle market 2024 recent developments news\", \"electric vehicle market 2024 challenges problems 2024\", \"electric vehicle market 2024 growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How close are we to a practical nuclear fusion reactor?\nBad decomposition: [\"research close we practical nuclear thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing us breakthroughs 2024\", \"breakthroughs quantum computing us research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing us\", \"breakthroughs quantum computing us future trends predictions\", \"breakthroughs quantum computing us funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization 2024 market overview statistics\", \"key players status space commercialization 2024 industry leaders\", \"status space commercialization 2024 recent developments news\", \"status space commercialization 2024 challenges problems 2024\", \"status space commercialization 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What is the current state of autonomous vehicle technology?\nBad decomposition: [\"find all information about autonomous vehicle technology\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology market overview statistics\", \"key players autonomous vehicle technology industry leaders\", \"autonomous vehicle technology recent developments news\", \"autonomous vehicle technology challenges problems 2024\", \"autonomous vehicle technology growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is WebAssembly changing backend development in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What is the current status of space commercialization?\nBad decomposition: [\"find all information about status space commercialization\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization market overview statistics\", \"key players status space commercialization industry leaders\", \"status space commercialization recent developments news\", \"status space commercialization challenges problems 2024\", \"status space commercialization growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is WebAssembly changing backend development?\nBad decomposition: [\"tell me everything about webassembly changing backend development\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"webassembly changing backend development how it works explanation\", \"webassembly changing backend development technical details implementation\", \"webassembly changing backend development research papers findings\", \"webassembly changing backend development practical applications examples\", \"webassembly changing backend development current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How does Rust compare to C++ for systems programming today?\nBad decomposition: [\"find all information about rust c++ systems programming\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How close are we to a practical nuclear fusion reactor in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"close we practical nuclear how it works explanation\", \"close we practical nuclear technical details implementation\", \"close we practical nuclear research papers findings\", \"close we practical nuclear practical applications examples\", \"close we practical nuclear current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest breakthroughs in quantum computing in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing 2024 breakthroughs 2024\", \"breakthroughs quantum computing 2024 research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing 2024\", \"breakthroughs quantum computing 2024 future trends predictions\", \"breakthroughs quantum computing 2024 funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How has the replication crisis affected psychology research in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"has replication crisis affected how it works explanation\", \"has replication crisis affected technical details implementation\", \"has replication crisis affected research papers findings\", \"has replication crisis affected practical applications examples\", \"has replication crisis affected current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization 2025 market overview statistics\", \"key players status space commercialization 2025 industry leaders\", \"status space commercialization 2025 recent developments news\", \"status space commercialization 2025 challenges problems 2024\", \"status space commercialization 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the latest discoveries in CRISPR gene editing?\nBad decomposition: [\"research discoveries crispr gene editing thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market 2025 market overview statistics\", \"key players electric vehicle market 2025 industry leaders\", \"electric vehicle market 2025 recent developments news\", \"electric vehicle market 2025 challenges problems 2024\", \"electric vehicle market 2025 growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What is the current state of the electric vehicle market?\nBad decomposition: [\"tell me everything about electric vehicle market\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market market overview statistics\", \"key players electric vehicle market industry leaders\", \"electric vehicle market recent developments news\", \"electric vehicle market challenges problems 2024\", \"electric vehicle market growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is interpretability research advancing in deep learning?\nBad decomposition: [\"research interpretability research advancing deep thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most cited papers on attention mechanisms in 2024 in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most cited papers on how it works explanation\", \"most cited papers on technical details implementation\", \"most cited papers on research papers findings\", \"most cited papers on practical applications examples\", \"most cited papers on current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What methodologies are emerging in computational social science?\nBad decomposition: [\"find all information about methodologies emerging computational social\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are edge computing and IoT converging in 2024 in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"edge computing iot converging how it works explanation\", \"edge computing iot converging technical details implementation\", \"edge computing iot converging research papers findings\", \"edge computing iot converging practical applications examples\", \"edge computing iot converging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of the electric vehicle market in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"electric vehicle market 2025 market overview statistics\", \"key players electric vehicle market 2025 industry leaders\", \"electric vehicle market 2025 recent developments news\", \"electric vehicle market 2025 challenges problems 2024\", \"electric vehicle market 2025 growth predictions outlook\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the competitive dynamics in cloud computing?\nBad decomposition: [\"find all information about competitive dynamics cloud computing\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is meta-analysis methodology evolving in medical research?\nBad decomposition: [\"tell me everything about meta-analysis methodology evolving medical\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is fintech disrupting traditional banking in emerging markets?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"fintech disrupting traditional banking how it works explanation\", \"fintech disrupting traditional banking technical details implementation\", \"fintech disrupting traditional banking research papers findings\", \"fintech disrupting traditional banking practical applications examples\", \"fintech disrupting traditional banking current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most impactful open-source AI frameworks right now in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most impactful open-source ai how it works explanation\", \"most impactful open-source ai technical details implementation\", \"most impactful open-source ai research papers findings\", \"most impactful open-source ai practical applications examples\", \"most impactful open-source ai current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is microbiome research changing our approach to mental health in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"microbiome research changing our how it works explanation\", \"microbiome research changing our technical details implementation\", \"microbiome research changing our research papers findings\", \"microbiome research changing our practical applications examples\", \"microbiome research changing our current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is remote work changing commercial real estate?\nBad decomposition: [\"tell me everything about remote work changing commercial\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology 2024 market overview statistics\", \"key players autonomous vehicle technology 2024 industry leaders\", \"autonomous vehicle technology 2024 recent developments news\", \"autonomous vehicle technology 2024 challenges problems 2024\", \"autonomous vehicle technology 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are mRNA vaccines being developed beyond COVID in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"mrna vaccines being developed how it works explanation\", \"mrna vaccines being developed technical details implementation\", \"mrna vaccines being developed research papers findings\", \"mrna vaccines being developed practical applications examples\", \"mrna vaccines being developed current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What is the current status of Mars colonization research?\nBad decomposition: [\"tell me everything about status mars colonization research\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What is the current state of cryptocurrency regulation globally?\nBad decomposition: [\"research cryptocurrency regulation globally thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally market overview statistics\", \"key players cryptocurrency regulation globally industry leaders\", \"cryptocurrency regulation globally recent developments news\", \"cryptocurrency regulation globally challenges problems 2024\", \"cryptocurrency regulation globally growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the leading theories on consciousness in neuroscience in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"leading theories on consciousness overview introduction\", \"leading theories on consciousness latest research 2024\", \"leading theories on consciousness key findings results\", \"leading theories on consciousness experts opinions\", \"leading theories on consciousness future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest developments in the US-China trade relationship in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do transformer architectures compare to state space models in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"transformer architectures space models overview advantages\", \"transformer architectures space models disadvantages limitations\", \"transformer architectures space models benchmarks performance comparison\", \"transformer architectures space models use cases real world examples\", \"transformer architectures space models expert recommendations 2024\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What is the impact of deglobalization on supply chains?\nBad decomposition: [\"tell me everything about impact deglobalization on supply\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology market overview statistics\", \"key players autonomous vehicle technology industry leaders\", \"autonomous vehicle technology recent developments news\", \"autonomous vehicle technology challenges problems 2024\", \"autonomous vehicle technology growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the latest breakthroughs in quantum computing?\nBad decomposition: [\"research breakthroughs quantum computing thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs quantum computing breakthroughs 2024\", \"breakthroughs quantum computing research papers 2024 arxiv\", \"companies organizations leading breakthroughs quantum computing\", \"breakthroughs quantum computing future trends predictions\", \"breakthroughs quantum computing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: What are the latest developments in the US-China trade relationship?\nBad decomposition: [\"tell me everything about developments us-china trade relationship\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"developments us-china trade relationship breakthroughs 2024\", \"developments us-china trade relationship research papers 2024 arxiv\", \"companies organizations leading developments us-china trade relationship\", \"developments us-china trade relationship future trends predictions\", \"developments us-china trade relationship funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are researchers measuring AI system alignment?\nBad decomposition: [\"tell me everything about researchers measuring ai system\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is remote work changing commercial real estate in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"remote work changing commercial how it works explanation\", \"remote work changing commercial technical details implementation\", \"remote work changing commercial research papers findings\", \"remote work changing commercial practical applications examples\", \"remote work changing commercial current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology 2024 market overview statistics\", \"key players autonomous vehicle technology 2024 industry leaders\", \"autonomous vehicle technology 2024 recent developments news\", \"autonomous vehicle technology 2024 challenges problems 2024\", \"autonomous vehicle technology 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are ESG regulations affecting investment strategies?\nBad decomposition: [\"find all information about esg regulations affecting investment\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How is the open-source AI movement challenging proprietary models?\nBad decomposition: [\"research open-source ai movement challenging thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is meta-analysis methodology evolving in medical research in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"meta-analysis methodology evolving medical how it works explanation\", \"meta-analysis methodology evolving medical technical details implementation\", \"meta-analysis methodology evolving medical research papers findings\", \"meta-analysis methodology evolving medical practical applications examples\", \"meta-analysis methodology evolving medical current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally 2025 market overview statistics\", \"key players cryptocurrency regulation globally 2025 industry leaders\", \"cryptocurrency regulation globally 2025 recent developments news\", \"cryptocurrency regulation globally 2025 challenges problems 2024\", \"cryptocurrency regulation globally 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are governments using AI for public services in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"governments using ai public how it works explanation\", \"governments using ai public technical details implementation\", \"governments using ai public research papers findings\", \"governments using ai public practical applications examples\", \"governments using ai public current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most influential economics papers of the last decade in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most influential economics papers overview introduction\", \"most influential economics papers latest research 2024\", \"most influential economics papers key findings results\", \"most influential economics papers experts opinions\", \"most influential economics papers future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 8, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How do epigenetic changes affect aging processes in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"epigenetic changes affect aging how it works explanation\", \"epigenetic changes affect aging technical details implementation\", \"epigenetic changes affect aging research papers findings\", \"epigenetic changes affect aging practical applications examples\", \"epigenetic changes affect aging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are subscription business models evolving post-pandemic in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest geopolitical tensions affecting tech supply chains in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"geopolitical tensions affecting tech breakthroughs 2024\", \"geopolitical tensions affecting tech research papers 2024 arxiv\", \"companies organizations leading geopolitical tensions affecting tech\", \"geopolitical tensions affecting tech future trends predictions\", \"geopolitical tensions affecting tech funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is driving the consolidation in the semiconductor industry in 2024 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"driving consolidation semiconductor industry overview introduction\", \"driving consolidation semiconductor industry latest research 2024\", \"driving consolidation semiconductor industry key findings results\", \"driving consolidation semiconductor industry experts opinions\", \"driving consolidation semiconductor industry future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is the open-source AI movement challenging proprietary models in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"open-source ai movement challenging how it works explanation\", \"open-source ai movement challenging technical details implementation\", \"open-source ai movement challenging research papers findings\", \"open-source ai movement challenging practical applications examples\", \"open-source ai movement challenging current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is generative AI changing software development workflows?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"generative ai changing software how it works explanation\", \"generative ai changing software technical details implementation\", \"generative ai changing software research papers findings\", \"generative ai changing software practical applications examples\", \"generative ai changing software current challenges limitations\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is social media regulation evolving internationally in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"social media regulation evolving how it works explanation\", \"social media regulation evolving technical details implementation\", \"social media regulation evolving research papers findings\", \"social media regulation evolving practical applications examples\", \"social media regulation evolving current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the key debates in philosophy of mind about AI in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"key debates philosophy mind overview introduction\", \"key debates philosophy mind latest research 2024\", \"key debates philosophy mind key findings results\", \"key debates philosophy mind experts opinions\", \"key debates philosophy mind future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are large language models being used in drug discovery research?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"large language models being how it works explanation\", \"large language models being technical details implementation\", \"large language models being research papers findings\", \"large language models being practical applications examples\", \"large language models being current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the main challenges in federated learning deployments?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"main challenges federated learning overview introduction\", \"main challenges federated learning latest research 2024\", \"main challenges federated learning key findings results\", \"main challenges federated learning experts opinions\", \"main challenges federated learning future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_corrections", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "The following query decomposition is too vague and unhelpful:\nQuery: How are subscription business models evolving post-pandemic?\nBad decomposition: [\"research subscription business models evolving thoroughly\"]\n\nProvide a better, specific decomposition as JSON."}, {"role": "assistant", "content": "{\"sub_queries\": [\"subscription business models evolving how it works explanation\", \"subscription business models evolving technical details implementation\", \"subscription business models evolving research papers findings\", \"subscription business models evolving practical applications examples\", \"subscription business models evolving current challenges limitations\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"breadth_first\", \"reasoning\": \"Breaking into specific, non-overlapping searchable sub-queries\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is happening with global water scarcity policy in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"happening with global water overview introduction\", \"happening with global water latest research 2024\", \"happening with global water key findings results\", \"happening with global water experts opinions\", \"happening with global water future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of cryptocurrency regulation globally in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"cryptocurrency regulation globally 2024 market overview statistics\", \"key players cryptocurrency regulation globally 2024 industry leaders\", \"cryptocurrency regulation globally 2024 recent developments news\", \"cryptocurrency regulation globally 2024 challenges problems 2024\", \"cryptocurrency regulation globally 2024 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is climate change affecting ocean biodiversity in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"climate change affecting ocean how it works explanation\", \"climate change affecting ocean technical details implementation\", \"climate change affecting ocean research papers findings\", \"climate change affecting ocean practical applications examples\", \"climate change affecting ocean current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are AI regulations evolving across different jurisdictions in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"ai regulations evolving across how it works explanation\", \"ai regulations evolving across technical details implementation\", \"ai regulations evolving across research papers findings\", \"ai regulations evolving across practical applications examples\", \"ai regulations evolving across current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are European countries responding to the energy transition in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"european countries responding energy how it works explanation\", \"european countries responding energy technical details implementation\", \"european countries responding energy research papers findings\", \"european countries responding energy practical applications examples\", \"european countries responding energy current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of space commercialization in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status space commercialization 2025 market overview statistics\", \"key players status space commercialization 2025 industry leaders\", \"status space commercialization 2025 recent developments news\", \"status space commercialization 2025 challenges problems 2024\", \"status space commercialization 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"current_events\", \"notes\": \"recent news and analysis preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the most successful AI startup business models in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"most successful ai startup overview introduction\", \"most successful ai startup latest research 2024\", \"most successful ai startup key findings results\", \"most successful ai startup experts opinions\", \"most successful ai startup future implications\"], \"source_types\": [\"web\", \"news\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What recent findings challenge our understanding of dark matter in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"findings challenge our understanding breakthroughs 2024\", \"findings challenge our understanding research papers 2024 arxiv\", \"companies organizations leading findings challenge our understanding\", \"findings challenge our understanding future trends predictions\", \"findings challenge our understanding funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 6, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current status of Mars colonization research in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"status mars colonization research market overview statistics\", \"key players status mars colonization research industry leaders\", \"status mars colonization research recent developments news\", \"status mars colonization research challenges problems 2024\", \"status mars colonization research growth predictions outlook\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the security vulnerabilities in large language models in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"security vulnerabilities large language overview introduction\", \"security vulnerabilities large language latest research 2024\", \"security vulnerabilities large language key findings results\", \"security vulnerabilities large language experts opinions\", \"security vulnerabilities large language future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are ESG regulations affecting investment strategies in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"esg regulations affecting investment how it works explanation\", \"esg regulations affecting investment technical details implementation\", \"esg regulations affecting investment research papers findings\", \"esg regulations affecting investment practical applications examples\", \"esg regulations affecting investment current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the latest discoveries in CRISPR gene editing in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"discoveries crispr gene editing breakthroughs 2024\", \"discoveries crispr gene editing research papers 2024 arxiv\", \"companies organizations leading discoveries crispr gene editing\", \"discoveries crispr gene editing future trends predictions\", \"discoveries crispr gene editing funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 8, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What breakthroughs have occurred in room-temperature superconductors in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"breakthroughs have occurred room-temperature breakthroughs 2024\", \"breakthroughs have occurred room-temperature research papers 2024 arxiv\", \"companies organizations leading breakthroughs have occurred room-temperature\", \"breakthroughs have occurred room-temperature future trends predictions\", \"breakthroughs have occurred room-temperature funding investment news\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the impact of deglobalization on supply chains in 2024?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"impact deglobalization on supply overview introduction\", \"impact deglobalization on supply latest research 2024\", \"impact deglobalization on supply key findings results\", \"impact deglobalization on supply experts opinions\", \"impact deglobalization on supply future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 4, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the emerging treatments for Alzheimer's disease globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"emerging treatments alzheimer's disease overview introduction\", \"emerging treatments alzheimer's disease latest research 2024\", \"emerging treatments alzheimer's disease key findings results\", \"emerging treatments alzheimer's disease experts opinions\", \"emerging treatments alzheimer's disease future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 5, \"domain\": \"science\", \"notes\": \"peer-reviewed sources preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are central banks responding to persistent inflation in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"central banks responding persistent how it works explanation\", \"central banks responding persistent technical details implementation\", \"central banks responding persistent research papers findings\", \"central banks responding persistent practical applications examples\", \"central banks responding persistent current challenges limitations\"], \"source_types\": [\"web\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 6, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How does Rust compare to C++ for systems programming today in 2024 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"rust c++ systems programming overview advantages\", \"rust c++ systems programming disadvantages limitations\", \"rust c++ systems programming benchmarks performance comparison\", \"rust c++ systems programming use cases real world examples\", \"rust c++ systems programming expert recommendations 2024\"], \"source_types\": [\"web\", \"github\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How is interpretability research advancing in deep learning in 2025?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"interpretability research advancing deep how it works explanation\", \"interpretability research advancing deep technical details implementation\", \"interpretability research advancing deep research papers findings\", \"interpretability research advancing deep practical applications examples\", \"interpretability research advancing deep current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 4, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What are the competitive dynamics in cloud computing globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"competitive dynamics cloud computing overview introduction\", \"competitive dynamics cloud computing latest research 2024\", \"competitive dynamics cloud computing key findings results\", \"competitive dynamics cloud computing experts opinions\", \"competitive dynamics cloud computing future implications\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"business\", \"notes\": \"market data and news preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: How are researchers measuring AI system alignment in 2025 in the US?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"researchers measuring ai system how it works explanation\", \"researchers measuring ai system technical details implementation\", \"researchers measuring ai system research papers findings\", \"researchers measuring ai system practical applications examples\", \"researchers measuring ai system current challenges limitations\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"breadth_first\", \"expected_sources\": 7, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What methodologies are emerging in computational social science globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"methodologies emerging computational social overview introduction\", \"methodologies emerging computational social latest research 2024\", \"methodologies emerging computational social key findings results\", \"methodologies emerging computational social experts opinions\", \"methodologies emerging computational social future implications\"], \"source_types\": [\"web\", \"arxiv\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 3, \"domain\": \"academic\", \"notes\": \"academic papers preferred\"}"}]}
{"dataset": "synthetic_decomposition", "task": "query_decomposition", "system": "You are a research planning agent. Break complex research questions into specific, searchable sub-queries. Return valid JSON only — no preamble, no explanation.", "messages": [{"role": "user", "content": "Decompose this research question into specific, searchable sub-queries. Return JSON only.\n\nQuestion: What is the current state of autonomous vehicle technology in 2025 globally?"}, {"role": "assistant", "content": "{\"sub_queries\": [\"autonomous vehicle technology 2025 market overview statistics\", \"key players autonomous vehicle technology 2025 industry leaders\", \"autonomous vehicle technology 2025 recent developments news\", \"autonomous vehicle technology 2025 challenges problems 2024\", \"autonomous vehicle technology 2025 growth predictions outlook\"], \"source_types\": [\"web\"], \"search_strategy\": \"depth_first\", \"expected_sources\": 7, \"domain\": \"technology\", \"notes\": \"technical research with code examples preferred\"}"}]}