StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization
Paper • 2410.08815 • Published • 47
RAG
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SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval
Paper • 2412.15443 • Published • 10 -
RAG-Star: Enhancing Deliberative Reasoning with Retrieval Augmented Verification and Refinement
Paper • 2412.12881 • Published • 2 -
AR-RAG: Autoregressive Retrieval Augmentation for Image Generation
Paper • 2506.06962 • Published • 28 -
DoTA-RAG: Dynamic of Thought Aggregation RAG
Paper • 2506.12571 • Published • 51 -
Vision-Guided Chunking Is All You Need: Enhancing RAG with Multimodal Document Understanding
Paper • 2506.16035 • Published • 89 -
NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings
Paper • 2509.04011 • Published • 29 -
HANRAG: Heuristic Accurate Noise-resistant Retrieval-Augmented Generation for Multi-hop Question Answering
Paper • 2509.09713 • Published • 25 -
SearchInstruct: Enhancing Domain Adaptation via Retrieval-Based Instruction Dataset Creation
Paper • 2509.10708 • Published • 19 -
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization
Paper • 2509.13313 • Published • 80 -
NAACL: Noise-AwAre Verbal Confidence Calibration for LLMs in RAG Systems
Paper • 2601.11004 • Published • 31 -
Retrieval-Infused Reasoning Sandbox: A Benchmark for Decoupling Retrieval and Reasoning Capabilities
Paper • 2601.21937 • Published • 20 -
Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills
Paper • 2603.25158 • Published • 55 -
UniDoc-RL: Coarse-to-Fine Visual RAG with Hierarchical Actions and Dense Rewards
Paper • 2604.14967 • Published • 15 -
AgentSearchBench: A Benchmark for AI Agent Search in the Wild
Paper • 2604.22436 • Published • 14 -
Rethinking Reasoning-Intensive Retrieval: Evaluating and Advancing Retrievers in Agentic Search Systems
Paper • 2605.04018 • Published • 41 -
OpenSearch-VL: An Open Recipe for Frontier Multimodal Search Agents
Paper • 2605.05185 • Published • 106 -
OmniRetrieval: Unified Retrieval across Heterogeneous Knowledge Sources
Paper • 2605.29250 • Published • 78 -
SproutRAG: Attention-Guided Tree Search with Progressive Embeddings for Long-Document RAG
Paper • 2606.18381 • Published • 10