context length

BEE-RAG: Balanced Entropy Engineering for Retrieval-Augmented Generation AAAI 2026 Thinking Long, but Short: Stable Sequential Test-Time Scaling for Large Reasoning Models EACL 2026 Too Long, Didn’t Model: Decomposing LLM Long Context Understanding With Novels EACL 2026 Understanding LLM Performance Degradation in Multi-Instance Processing: The Roles of Instance Count and Context Length ACL 2026 AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding ACL 2025 Attention-Level Speculation ICML 2025 Can LLMs Solve Longer Math Word Problems Better? ICLR 2025 Context Length Alone Hurts LLM Performance Despite Perfect Retrieval EMNLP 2025 Cost-Optimal Grouped-Query Attention for Long-Context Modeling EMNLP 2025 Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling ICML 2025 FocusLLM: Precise Understanding of Long Context by Dynamic Condensing ACL 2025 GSM-$∞$: How Do your LLMs Behave over Infinitely Increasing Reasoning Complexity and Context Length? ICML 2025 HELMET: How to Evaluate Long-context Models Effectively and Thoroughly ICLR 2025 In-Context Learning with Long-Context Models: An In-Depth Exploration NAACL 2025 LaRA: Benchmarking Retrieval-Augmented Generation and Long-Context LLMs – No Silver Bullet for LC or RAG Routing ICML 2025 LongLeader: A Comprehensive Leaderboard for Large Language Models in Long-context Scenarios NAACL 2025 LongPO: Long Context Self-Evolution of Large Language Models through Short-to-Long Preference Optimization ICLR 2025 LongSafety: Enhance Safety for Long-Context LLMs ACL 2025 LoRA-Gen: Specializing Large Language Model via Online LoRA Generation ICML 2025 Lost in the Distance: Large Language Models Struggle to Capture Long-Distance Relational Knowledge NAACL 2025 MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K Tokens NAACL 2025 More Documents, Same Length: Isolating the Challenge of Multiple Documents in RAG EMNLP 2025 NoLiMa: Long-Context Evaluation Beyond Literal Matching ICML 2025 NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts EMNLP 2025 OmniKV: Dynamic Context Selection for Efficient Long-Context LLMs ICLR 2025