| LLM,Retriever,Submitted By,Scaffold,Accuracy (%),Recall (%),Search Calls,Calibration Error (%),Model Size (B),Open Weights?,LLM Link,Retriever Link,Evaluation Date,Submittor Link,Accuracy (GPT-4.1 Judge) |
| GPT-4.1,BM25,BrowseComp-Plus,,15.30,16.42,10.35,68.52,-,No,https://openai.com/index/gpt-4-1/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,14.58 |
| GPT-4.1,Qwen3-Embed-8B,BrowseComp-Plus,,36.39,36.89,8.67,53.79,-,No,https://openai.com/index/gpt-4-1/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,35.42 |
| o3,BM25,BrowseComp-Plus,,50.48,56.64,25.93,14.48,-,No,https://openai.com/index/introducing-o3-and-o4-mini/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,49.28 |
| o3,Qwen3-Embed-8B,BrowseComp-Plus,,65.90,73.24,23.97,19.68,-,No,https://openai.com/index/introducing-o3-and-o4-mini/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,63.49 |
| Sonnet 4,BM25,BrowseComp-Plus,,14.70,21.31,9.95,28.78,-,No,https://www.anthropic.com/news/claude-4,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,14.34 |
| Sonnet 4,Qwen3-Embed-8B,BrowseComp-Plus,,37.35,47.33,9.03,24.84,-,No,https://www.anthropic.com/news/claude-4,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,36.75 |
| Opus 4,BM25,BrowseComp-Plus,,15.54,22.96,11.22,22.30,-,No,https://www.anthropic.com/news/claude-4,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,15.54 |
| Opus 4,Qwen3-Embed-8B,BrowseComp-Plus,,36.75,50.84,10.24,12.33,-,No,https://www.anthropic.com/news/claude-4,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,36.14 |
| Gemini 2.5 Flash,BM25,BrowseComp-Plus,,16.27,21.45,10.56,28.51,-,No,https://arxiv.org/abs/2507.06261,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,15.54 |
| Gemini 2.5 Flash,Qwen3-Embed-8B,BrowseComp-Plus,,34.58,40.19,9.77,20.42,-,No,https://arxiv.org/abs/2507.06261,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,33.01 |
| Gemini 2.5 Pro,BM25,BrowseComp-Plus,,19.88,22.81,7.44,52.45,-,No,https://arxiv.org/abs/2507.06261,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,19.04 |
| Gemini 2.5 Pro,Qwen3-Embed-8B,BrowseComp-Plus,,29.52,35.31,6.04,44.25,-,No,https://arxiv.org/abs/2507.06261,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,28.67 |
| Qwen3-32B,BM25,BrowseComp-Plus,,3.61,3.12,0.92,58.17,32,Yes,https://arxiv.org/abs/2505.09388,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,3.49 |
| Qwen3-32B,Qwen3-Embed-0.6B,BrowseComp-Plus,,4.22,3.45,0.91,61.20,32,Yes,https://arxiv.org/abs/2505.09388,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,4.10 |
| Qwen3-32B,Qwen3-Embed-4B,BrowseComp-Plus,,8.07,6.20,0.89,61.17,32,Yes,https://arxiv.org/abs/2505.09388,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,7.83 |
| Qwen3-32B,Qwen3-Embed-8B,BrowseComp-Plus,,10.72,7.80,0.94,58.88,32,Yes,https://arxiv.org/abs/2505.09388,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,10.36 |
| Qwen3-32B,ReasonIR,BrowseComp-Plus,,9.28,7.59,0.91,56.08,32,Yes,https://arxiv.org/abs/2505.09388,https://arxiv.org/abs/2504.20595,"Aug 8, 2025",,9.16 |
| SearchR1-32B,BM25,BrowseComp-Plus,,4.11,2.61,1.78,-,32,Yes,https://arxiv.org/abs/2505.15117,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,3.86 |
| SearchR1-32B,Qwen3-Embed-0.6B,BrowseComp-Plus,,6.02,5.30,1.73,-,32,Yes,https://arxiv.org/abs/2505.15117,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,5.66 |
| SearchR1-32B,Qwen3-Embed-4B,BrowseComp-Plus,,9.28,7.90,1.68,-,32,Yes,https://arxiv.org/abs/2505.15117,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,9.40 |
| SearchR1-32B,Qwen3-Embed-8B,BrowseComp-Plus,,11.08,10.17,1.69,-,32,Yes,https://arxiv.org/abs/2505.15117,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,10.36 |
| SearchR1-32B,ReasonIR,BrowseComp-Plus,,9.31,8.37,1.74,-,32,Yes,https://arxiv.org/abs/2505.15117,https://arxiv.org/abs/2504.20595,"Aug 8, 2025",,9.43 |
| oss-20b-low,BM25,BrowseComp-Plus,,3.99,5.36,1.89,41.56,20,Yes,https://openai.com/index/introducing-gpt-oss/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,4.11 |
| oss-20b-low,Qwen3-Embed-8B,BrowseComp-Plus,,14.10,17.37,1.87,36.17,20,Yes,https://openai.com/index/introducing-gpt-oss/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,13.37 |
| oss-20b-medium,BM25,BrowseComp-Plus,,16.87,21.96,13.72,41.19,20,Yes,https://openai.com/index/introducing-gpt-oss/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,16.39 |
| oss-20b-medium,Qwen3-Embed-8B,BrowseComp-Plus,,30.48,41.31,13.64,35.49,20,Yes,https://openai.com/index/introducing-gpt-oss/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,29.88 |
| oss-20b-high,BM25,BrowseComp-Plus,,21.45,31.98,26.87,33.08,20,Yes,https://openai.com/index/introducing-gpt-oss/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,21.08 |
| oss-20b-high,Qwen3-Embed-8B,BrowseComp-Plus,,35.06,49.29,23.87,27.69,20,Yes,https://openai.com/index/introducing-gpt-oss/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,34.58 |
| oss-120b-low,BM25,BrowseComp-Plus,,9.76,8.54,2.06,43.70,120,Yes,https://openai.com/index/introducing-gpt-oss/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,9.52 |
| oss-120b-low,Qwen3-Embed-8B,BrowseComp-Plus,,25.54,22.50,2.21,40.37,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,24.94 |
| oss-120b-medium,BM25,BrowseComp-Plus,,24.58,27.02,9.73,45.70,120,Yes,https://openai.com/index/introducing-gpt-oss/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,23.73 |
| oss-120b-medium,Qwen3-Embed-8B,BrowseComp-Plus,,38.55,43.45,9.64,41.63,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,37.59 |
| oss-120b-high,BM25,BrowseComp-Plus,,29.16,35.50,19.45,45.92,120,Yes,https://openai.com/index/introducing-gpt-oss/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,28.67 |
| oss-120b-high,Qwen3-Embed-8B,BrowseComp-Plus,,44.10,52.63,18.35,39.32,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,42.89 |
| GPT-5,BM25,BrowseComp-Plus,,57.59,61.70,23.23,12.63,-,No,https://openai.com/index/introducing-gpt-5/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,55.90 |
| GPT-5,Qwen3-Embed-8B,BrowseComp-Plus,,71.69,78.98,21.74,9.58,-,No,https://openai.com/index/introducing-gpt-5/,https://arxiv.org/abs/2506.05176,"Aug 8, 2025",,70.12 |
| kimi-k2-0711-preview,BM25,BrowseComp-Plus,,14.58,15.43,14.90,69.41,1000,Yes,https://moonshotai.github.io/Kimi-K2/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 16, 2025",,13.49 |
| kimi-k2-0711-preview,Qwen3-Embed-8B,BrowseComp-Plus,,35.42,38.38,11.22,53.51,1000,Yes,https://moonshotai.github.io/Kimi-K2/,https://arxiv.org/abs/2506.05176,"Aug 16, 2025",,34.22 |
| DeepSeek-R1-0528,BM25,BrowseComp-Plus,,8.56,7.58,2.71,62.47,685,Yes,https://api-docs.deepseek.com/news/news250528,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 16, 2025",,8.44 |
| DeepSeek-R1-0528,Qwen3-Embed-8B,BrowseComp-Plus,,16.39,16.32,2.72,57.66,685,Yes,https://api-docs.deepseek.com/news/news250528,https://arxiv.org/abs/2506.05176,"Aug 16, 2025",,16.02 |
| WebSailor-32B,BM25,BrowseComp-Plus,,12.05,12.00,8.76,-,32,Yes,https://arxiv.org/pdf/2507.02592,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Sep 28, 2025",,11.20 |
| WebSailor-32B,Qwen3-Embed-8B,BrowseComp-Plus,,27.59,29.30,8.00,-,32,Yes,https://arxiv.org/pdf/2507.02592,https://arxiv.org/abs/2506.05176,"Sep 28, 2025",,25.78 |
| Tongyi-DeepResearch-30B-A3B,BM25,BrowseComp-Plus,,33.98,46.83,32.92,-,30,Yes,https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Sep 28, 2025",,33.37 |
| Tongyi-DeepResearch-30B-A3B,Qwen3-Embed-8B,BrowseComp-Plus,,44.46,62.32,30.37,-,30,Yes,https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/,https://arxiv.org/abs/2506.05176,"Sep 28, 2025",,44.10 |
| FrugalRAG-Qwen7B,Qwen3-Embed-8B,FrugalRAG,,20.46,23.57,7.95,73.67,7,No,https://arxiv.org/abs/2507.07634,https://arxiv.org/abs/2506.05176,"Sep 22, 2025",https://arxiv.org/abs/2507.07634,- |
| GLM-4.6,BM25,BrowseComp-Plus,,27.74,34.98,29.71,37.12,357,Yes,https://docs.z.ai/guides/llm/glm-4.6,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Oct 13, 2025",,- |
| GLM-4.6,Qwen3-Embed-8B,BrowseComp-Plus,,48.19,57.72,25.6,26.3,357,Yes,https://docs.z.ai/guides/llm/glm-4.6,https://arxiv.org/abs/2506.05176,"Oct 13, 2025",,- |
| Gemini 2.5 Flash,Mixedbread Search,Mixedbread,,39.88,42.78,8.3,24.61,-,No,https://openai.com/index/introducing-gpt-5/,https://www.mixedbread.com/,"Oct 22, 2025",https://www.mixedbread.com/,38.19 |
| GPT-5,Mixedbread Search,Mixedbread,,74.1,80.29,21.22,11,-,No,https://openai.com/index/introducing-gpt-5/,https://www.mixedbread.com/,"Oct 22, 2025",https://www.mixedbread.com/,73.25 |
| oss-120b-high,BM25,BrowseComp-Plus,,29.16,35.50,19.45,45.92,120,Yes,https://openai.com/index/introducing-gpt-oss/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Aug 8, 2025",,28.67 |
| GPT-5,Mixedbread Search,Agentica,"Agentica custom scaffold: Allows agents to execute arbitrary code in a REPL. Agents had access to `search` and `get_doc_by_id` (avg. 8.83 calls this run) functions. `search` returned top 200 results instead of 5 in Standard scaffold. The submitter calculated recall using docs that the agent fetched using `get_doc_by_id`, due to the high top k used in `search`.",78.41,48.85,44.67,7.92,-,No,https://openai.com/index/introducing-gpt-5/,https://www.mixedbread.com/,"Dec 11, 2025",https://www.symbolica.ai/agentica,77.11 |
| oss-120b-high,BM25,BrowseComp-Plus,"gpt-oss native toolset: `search`, `open` (view full doc by id, avg. 11.17 calls this run), `find` (grep in doc, avg. 4.23 calls this run)",43.61,58.38,46.51,36.82,120,Yes,https://openai.com/index/introducing-gpt-oss/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Dec 31, 2025",, |
| oss-120b-high,Qwen3-Embed-8B,BrowseComp-Plus,"gpt-oss native toolset: `search`, `open` (view full doc by id, avg. 11.06 calls this run), `find` (grep in doc, avg. 4.28 calls this run)",56.99,74.7,41.86,29.05,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://arxiv.org/abs/2506.05176,"Dec 31, 2025",, |
| GLM-4.7,BM25,BrowseComp-Plus,,33.25,45.97,41.55,16.9,358,Yes,https://z.ai/blog/glm-4.7,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Dec 26, 2025",, |
| GLM-4.7,Qwen3-Embed-8B,BrowseComp-Plus,,50.18,68.69,35.32,13.2,358,Yes,https://z.ai/blog/glm-4.7,https://arxiv.org/abs/2506.05176,"Dec 26, 2025",, |
| Tongyi-DeepResearch-30B-A3B,BM25,BrowseComp-Plus,"Tongyi-DeepResearch native toolset: `search`, `visit` (view full doc by id, avg. 2.75 calls this run)",36.87,43.02,17.91,-,30,Yes,https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/,http://trec.nist.gov/pubs/trec3/papers/city.ps.gz,"Dec 27, 2025",, |
| Tongyi-DeepResearch-30B-A3B,Qwen3-Embed-8B,BrowseComp-Plus,"Tongyi-DeepResearch native toolset: `search`, `visit` (view full doc by id, avg. 3.11 calls this run)",51.93,60.51,17.14,-,30,Yes,https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/,https://arxiv.org/abs/2506.05176,"Dec 27, 2025",, |
| GPT-5-mini,openJiuwen-deepsearch,openJiuwen,"openJiuwen custom setup: Multi-agent scaffold. Retrieved results are chunked; only most relevant chunks are returned in search, instead of truncating the full document by 512 tokens",80,54.51,6.05,18.82,-,No,https://openai.com/index/introducing-gpt-5/,https://openjiuwen.com/,"Nov 26, 2025",https://openjiuwen.com/en/, |
| OpenResearcher,Qwen3-Embed-8B,OpenResearcher,"OpenResearcher toolset: `search` (with lucene highlighter to filter raw contents), `open` (view full doc by id, avg. 14.46 calls this run), `find` (grep in doc, avg. 5.04 calls this run)",60.92,75.77,41,27.59,30,Yes,https://github.com/TIGER-AI-Lab/OpenResearcher,https://arxiv.org/abs/2506.05176,"Feb 12, 2026",https://github.com/TIGER-AI-Lab/OpenResearcher, |
| SearchAgent-Zero,Qwen3-Embed-8B,SearchAgent-Zero,,37.95,50.87,38.47,58.06,8,Yes,https://github.com/NLPJCL/SearchAgent-Zero,https://arxiv.org/abs/2506.05176,"Feb 24, 2026",https://github.com/NLPJCL/SearchAgent-Zero, |
| GPT-5,Reason-ModernColBERT,LightOn,"Search with get_doc: standard `search`, `get_document` (view full doc by id, avg. 3 calls this run)",87.59,81.55,13.27,6.07,-,No,https://openai.com/index/introducing-gpt-5/,https://huggingface.co/lightonai/Reason-ModernColBERT,"Mar 16, 2026",https://lighton.ai/lighton-api, |
| GPT-5,Reason-ModernColBERT,LightOn,,79.52,83.52,19.31,7.46,-,No,https://openai.com/index/introducing-gpt-5/,https://huggingface.co/lightonai/Reason-ModernColBERT,"Mar 16, 2026",https://lighton.ai/lighton-api, |
| oss-120b-high,GTE-ModernColBERT-v1,LightOn,"Search with get_doc: standard `search`, `get_document` (view full doc by id, avg. 1.76 calls this run)",58.92,57.99,13.29,32.84,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://huggingface.co/lightonai/GTE-ModernColBERT-v1,"Mar 11, 2026",https://lighton.ai/lighton-api, |
| oss-120b-high,GTE-ModernColBERT-v1,LightOn,,55.66,66.94,17.51,31.02,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://huggingface.co/lightonai/GTE-ModernColBERT-v1,"Mar 17, 2026",https://lighton.ai/lighton-api, |
| oss-120b-high,Reason-ModernColBERT,LightOn,"Search with get_doc: standard `search`, `get_document` (view full doc by id, avg. 1.97 calls this run)",61.2,60.84,13.87,32.45,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://huggingface.co/lightonai/Reason-ModernColBERT,"Mar 11, 2026",https://lighton.ai/lighton-api, |
| oss-120b-high,Reason-ModernColBERT,LightOn,,59.04,68.64,18.87,30.07,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://huggingface.co/lightonai/Reason-ModernColBERT,"Mar 16, 2026",https://lighton.ai/lighton-api, |
| Tongyi-DeepResearch-30B-A3B,AgentIR-4B,AgentIR,,66.27,78.86,25.91,-,30,Yes,https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/,https://texttron.github.io/AgentIR/,"Mar 4, 2026",https://texttron.github.io/AgentIR/, |
| Tongyi-DeepResearch-30B-A3B,AgentIR-4B,AgentIR,"Tongyi-DeepResearch native toolset: `search`, `visit` (view full doc by id, avg. 3.41 calls this run)",68.07,76.58,24.49,-,30,Yes,https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/,https://texttron.github.io/AgentIR/,"Mar 4, 2026",https://texttron.github.io/AgentIR/, |
| oss-120b-high,AgentIR-4B,AgentIR,,66.99,78.13,24.08,22.55,120,Yes,https://openai.com/index/introducing-gpt-oss/,https://texttron.github.io/AgentIR/,"Mar 4, 2026",https://texttron.github.io/AgentIR/, |
| GLM-4.7,AgentIR-4B,AgentIR,,64.66,79.21,29.85,29.85,358,Yes,https://z.ai/blog/glm-4.7,https://texttron.github.io/AgentIR/,"Mar 4, 2026",https://texttron.github.io/AgentIR/, |
| GPT-5,Mixedbread Search (v3),Mixedbread,,80,85.29,16.24,8.47,-,No,https://openai.com/index/introducing-gpt-5/,https://mixedbread.com,"Mar 19, 2026",https://mixedbread.com, |
| GPT-5,Mixedbread Search (v3),Mixedbread,"Search with get_doc: standard `search`, `get_document` (view full doc by id, avg. 3.20 calls this run)",90.48,83.03,11.53,3.14,-,No,https://openai.com/index/introducing-gpt-5/,https://mixedbread.com,"Mar 19, 2026",https://mixedbread.com, |
