Key papers

• More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG (2025)
  Shahar Levy et al.
  2.87
• Linear Attention Architectures: Mechanisms, Trade-offs, and Cross-Layer Routing (2026)
  Tommaso Cerruti et al.
  2.00
• Length-Unbiased Sequence Policy Optimization: Revealing and Controlling Response Length Variation in RLVR (2026)
  Fanfan Liu et al.
  1.94
• On the Optimal Reasoning Length for RL-Trained Language Models (2026)
  Daisuke Nohara et al.
  1.94
• ResearchGym: Evaluating Language Model Agents on Real-World AI Research (2026)
  Aniketh Garikaparthi et al.
  1.94
• PLDR-LLMs Reason At Self-Organized Criticality (2026)
  Burc Gokden
  1.94
• OpenVLThinkerV2: A Generalist Multimodal Reasoning Model for Multi-domain Visual Tasks (2026)
  Wenbo Hu et al.
  1.94
• Nemotron 3 Super: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning (2026)
  NVIDIA et al.
  1.94
• Geometric Latent Reasoning Induces Shorter Generations in LLMs (2026)
  Shashi Kumar et al.
  1.94
• RoPE-Aware Bit Allocation for KV-Cache Quantization (2026)
  Fengfeng Liang et al.
  1.94
• Thinking Preference Optimization (2025)
  Wang Yang et al.
  1.28
• An Empirical Study on Eliciting and Improving R1-like Reasoning Models (2025)
  Zhipeng Chen et al.
  1.28
• ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation (2025)
  Zhicheng Lee et al.
  1.28
• When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning (2025)
  Xiaoyun Zhang et al.
  1.28
• SageAttention2++: A More Efficient Implementation of SageAttention2 (2025)
  Jintao Zhang et al.
  1.28
• Treasure Hunt: Real-time Targeting of the Long Tail using Training-Time Markers (2025)
  Daniel D'souza et al.
  1.28
• Inverse Scaling in Test-Time Compute (2025)
  Aryo Pradipta Gema et al.
  1.28
• VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning (2025)
  Ruifeng Yuan et al.
  1.28
• Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning (2025)
  Vaishnavi Shrivastava et al.
  1.28
• No Tokens Wasted: Leveraging Long Context in Biomedical Vision-Language Models (2025)
  Min Woo Sun et al.
  1.28
• EAGER: Entropy-Aware GEneRation for Adaptive Inference-Time Scaling (2025)
  Daniel Scalena et al.
  1.28
• Generalist Foundation Models Are Not Clinical Enough for Hospital Operations (2025)
  Lavender Y. Jiang et al.
  1.28
• InfiniteVL: Synergizing Linear and Sparse Attention for Highly-Efficient, Unlimited-Input Vision-Language Models (2025)
  Hongyuan Tao et al.
  1.28
• A Suite of Generative Tasks for Multi-Level Multimodal Webpage Understanding (2023)
  Andrea Burns et al.
  —
• Vcc: Scaling Transformers to 128K Tokens or More by Prioritizing Important Tokens (2023)
  Zhanpeng Zeng et al.
  —
• StarCoder: may the source be with you! (2023)
  Raymond Li et al.
  —
• Mamba: Linear-Time Sequence Modeling with Selective State Spaces (2023)
  Albert Gu et al.
  —
• Gated Delta Networks: Improving Mamba2 with Delta Rule (2024)
  Songlin Yang et al.
  —
• Compressed Chain of Thought: Efficient Reasoning Through Dense Representations (2024)
  Jeffrey Cheng et al.
  —