Papers

• More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG (2025)
  Shahar Levy et al.
  2.87
• EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines (2026)
  Shuo Zhang et al.
  1.94
• MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments (2026)
  Han Wang et al.
  1.94
• Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction (2026)
  Zhuofeng Li et al.
  1.94
• MAAT: Multi-phase Adapter-Aware Targeted Unlearning (2026)
  Suryash Yagnik et al.
  1.94
• MineExplorer: Evaluating Open-World Exploration of MLLM Agents in Minecraft (2026)
  Tianjie Ju et al.
  1.94
• LongAttnComp: Cross-Family Context Compression for Long-Context Reasoning (2026)
  Mengmeng Ji et al.
  1.94
• Hierarchical Abstract Tree for Cross-Document Retrieval-Augmented Generation (2026)
  Ziwen Zhao et al.
  1.89
• Time is Not a Label: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory (2026)
  Weixian Waylon Li et al.
  1.83
• Search-R2: Enhancing Search-Integrated Reasoning via Actor-Refiner Collaboration (2026)
  Bowei He et al.
  1.72
• No Shortcuts to Culture: Indonesian Multi-hop Question Answering for Complex Cultural Understanding (2026)
  Vynska Amalia Permadi et al.
  1.72
• Chain-of-Retrieval Augmented Generation (2025)
  Liang Wang et al.
  1.28
• NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes (2025)
  Tianyang Xu et al.
  1.28
• Visual Agentic Reinforcement Fine-Tuning (2025)
  Ziyu Liu et al.
  1.28
• FREESON: Retriever-Free Retrieval-Augmented Reasoning via Corpus-Traversing MCTS (2025)
  Chaeeun Kim et al.
  1.28
• Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward (2025)
  Yong Deng et al.
  1.28
• BrowserAgent: Building Web Agents with Human-Inspired Web Browsing Actions (2025)
  Zhengbo Zhang et al.
  1.28
• RAGCap-Bench: Benchmarking Capabilities of LLMs in Agentic Retrieval Augmented Generation Systems (2025)
  Jingru Lin et al.
  1.28
• MSC-Bench: A Rigorous Benchmark for Multi-Server Tool Orchestration (2025)
  Jia-Kai Dong et al.
  1.28
• Multi-hop Reasoning via Early Knowledge Alignment (2025)
  Yuxin Wang et al.
  1.28
• Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation (2024)
  Satyapriya Krishna et al.
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