Key papers

• More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG (2025)
  Shahar Levy et al.
  2.87
• Router-Suggest: Dynamic Routing for Multimodal Auto-Completion in Visually-Grounded Dialogs (2026)
  Sandeep Mishra et al.
  1.94
• Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning Engineering (2026)
  Xinyu Zhu et al.
  1.94
• AACR-Bench: Evaluating Automatic Code Review with Holistic Repository-Level Context (2026)
  Lei Zhang et al.
  1.94
• ContextBench: A Benchmark for Context Retrieval in Coding Agents (2026)
  Han Li et al.
  1.94
• ResearchGym: Evaluating Language Model Agents on Real-World AI Research (2026)
  Aniketh Garikaparthi et al.
  1.94
• LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding (2026)
  Jihao Qiu et al.
  1.94
• HiMu: Hierarchical Multimodal Frame Selection for Long Video Question Answering (2026)
  Dan Ben-Ami et al.
  1.94
• VideoDetective: Clue Hunting via both Extrinsic Query and Intrinsic Relevance for Long Video Understanding (2026)
  Ruoliu Yang et al.
  1.94
• Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? (2026)
  Jeonghye Kim et al.
  1.94
• ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling (2026)
  Yawen Luo 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
• Unmasking On-Policy Distillation: Where It Helps, Where It Hurts, and Why (2026)
  Mohammadreza Armandpour et al.
  1.94
• Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information (2026)
  Guobin Shen et al.
  1.94
• LongAttnComp: Cross-Family Context Compression for Long-Context Reasoning (2026)
  Mengmeng Ji et al.
  1.94
• EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management (2026)
  Zherui Yang et al.
  1.94
• Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution (2026)
  Liliana Hotsko et al.
  1.94
• Echo-Memory: A Controlled Study of Memory in Action World Models (2026)
  Wayne King et al.
  1.94
• The Role of Feedback Alignment in Self-Distillation (2026)
  Semih Kara et al.
  1.94
• RoPE-Aware Bit Allocation for KV-Cache Quantization (2026)
  Fengfeng Liang et al.
  1.94
• Boundary-Aware Context Grounding for A Low-Channel EEG Agent (2026)
  Zhiyuan Xu et al.
  1.94
• Adapting Multilingual Embedding Models to Turkish via Cross-Lingual Tokenizer Surgery and Offline Distillation (2026)
  M. Ali Bayram et al.
  1.89
• Dynin-Omni: Omnimodal Unified Large Diffusion Language Model (2026)
  Jaeik Kim et al.
  1.83
• ATANT: An Evaluation Framework for AI Continuity (2026)
  Samuel Sameer Tanguturi
  1.83
• BEAVER: A Training-Free Hierarchical Prompt Compression Method via Structure-Aware Page Selection (2026)
  Zhengpei Hu et al.
  1.78
• REVERE: Reflective Evolving Research Engineer for Scientific Workflows (2026)
  Balaji Dinesh Gangireddi et al.
  1.78
• Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions (2026)
  Mohammed Mehedi Hasan et al.
  1.72
• Agentic Search in the Wild: Intents and Trajectory Dynamics from 14M+ Real Search Requests (2026)
  Jingjie Ning et al.
  1.67
• Linear representations in language models can change dramatically over a conversation (2026)
  Andrew Kyle Lampinen et al.
  1.67
• Beyond Next-Token: Next-X Prediction for Autoregressive Visual Generation (2025)
  Sucheng Ren et al.
  1.28
• SmolDocling: An ultra-compact vision-language model for end-to-end multi-modal document conversion (2025)
  Ahmed Nassar et al.
  1.28
• Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency (2025)
  Adel Ammar et al.
  1.28
• LLM Context Conditioning and PWP Prompting for Multimodal Validation of Chemical Formulas (2025)
  Evgeny Markhasin
  1.28
• QwenLong-CPRS: Towards infty-LLMs with Dynamic Context Optimization (2025)
  Weizhou Shen et al.
  1.28
• StreamVLN: Streaming Vision-and-Language Navigation via SlowFast Context Modeling (2025)
  Meng Wei et al.
  1.28
• Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents (2025)
  Zhixin Lin et al.
  1.28
• RewardDance: Reward Scaling in Visual Generation (2025)
  Jie Wu et al.
  1.28
• Position: Privacy Is Not Just Memorization! (2025)
  Niloofar Mireshghallah et al.
  1.28
• CWM: An Open-Weights LLM for Research on Code Generation with World Models (2025)
  FAIR CodeGen team et al.
  1.28
• No Tokens Wasted: Leveraging Long Context in Biomedical Vision-Language Models (2025)
  Min Woo Sun et al.
  1.28
• Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models (2025)
  Qizheng Zhang et al.
  1.28
• Revisiting Long-context Modeling from Context Denoising Perspective (2025)
  Zecheng Tang et al.
  1.28
• Discrete Diffusion Models with MLLMs for Unified Medical Multimodal Generation (2025)
  Jiawei Mao et al.
  1.28
• On Pretraining for Project-Level Code Completion (2025)
  Maksim Sapronov et al.
  1.28
• Rewiring Experts on the Fly:Continuous Rerouting for Better Online Adaptation in Mixture-of-Expert models (2025)
  Guinan Su et al.
  1.28
• ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use (2025)
  Mengjie Deng et al.
  1.28
• Masks Can Be Distracting: On Context Comprehension in Diffusion Language Models (2025)
  Julianna Piskorz et al.
  1.28
• StarCoder: may the source be with you! (2023)
  Raymond Li et al.
  —
• A Static Evaluation of Code Completion by Large Language Models (2023)
  Hantian Ding et al.
  —
• Scaling Clinical Trial Matching Using Large Language Models: A Case Study in Oncology (2023)
  Cliff Wong et al.
  —
• Fast Chain-of-Thought: A Glance of Future from Parallel Decoding Leads to Answers Faster (2023)
  Hongxuan Zhang et al.
  —
• StreamVoice: Streamable Context-Aware Language Modeling for Real-time Zero-Shot Voice Conversion (2024)
  Zhichao Wang et al.
  —
• Long Code Arena: a Set of Benchmarks for Long-Context Code Models (2024)
  Egor Bogomolov et al.
  —
• ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities (2024)
  Peng Xu et al.
  —
• Your Context Is Not an Array: Unveiling Random Access Limitations in Transformers (2024)
  MohammadReza Ebrahimi et al.
  —
• BordIRlines: A Dataset for Evaluating Cross-lingual Retrieval-Augmented Generation (2024)
  Bryan Li et al.
  —
• L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding? (2024)
  Zecheng Tang et al.
  —