long context

DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs EMNLP 2025 Efficient Solutions For An Intriguing Failure of LLMs: Long Context Window Does Not Mean LLMs Can Analyze Long Sequences Flawlessly COLING 2025 EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts ACL 2025 Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning EMNLP 2025 FocusLLM: Precise Understanding of Long Context by Dynamic Condensing ACL 2025 From General Reward to Targeted Reward: Improving Open-ended Long-context Generation Models EMNLP 2025 GraphKV: Breaking the Static Selection Paradigm with Graph-Based KV Cache Eviction EMNLP 2025 HAWK: Highlighting Entity-aware Knowledge for Alleviating Information Sparsity in Long Contexts EMNLP 2025 IdentifyMe: A Challenging Long-Context Mention Resolution Benchmark for LLMs NAACL 2025 Jamba: Hybrid Transformer-Mamba Language Models ICLR 2025 LAMB: A Training-Free Method to Enhance the Long-Context Understanding of SSMs via Attention-Guided Token Filtering ACL 2025 Learning Long-Context Diffusion Policies via Past-Token Prediction CoRL 2025 Learning to (Learn at Test Time): RNNs with Expressive Hidden States ICML 2025 LIFBench: Evaluating the Instruction Following Performance and Stability of Large Language Models in Long-Context Scenarios ACL 2025 Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025 Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition EMNLP 2025 Long Context Benchmark for the Russian Language EMNLP 2025 Long Context Compression with Activation Beacon ICLR 2025 Long-context Language Models Fail in Basic Retrieval Tasks Without Sufficient Reasoning Steps EMNLP 2025 Long-context Reference-based MT Quality Estimation EMNLP 2025 Long Context Tuning for Video Generation ICCV 2025 LongGenBench: Benchmarking Long-Form Generation in Long Context LLMs ICLR 2025 LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models ACL 2025 LongReward: Improving Long-context Large Language Models with AI Feedback ACL 2025 LongSafety: Evaluating Long-Context Safety of Large Language Models ACL 2025