long-context understanding

SCALAR: Scientific Citation-based Live Assessment of Long-context Academic Reasoning EACL 2026 Too Long, Didn’t Model: Decomposing LLM Long Context Understanding With Novels EACL 2026 Towards Long-window Anchoring in Vision-Language Model Distillation AAAI 2026 VecInfer: Efficient LLM Inference with Low-Bit KV Cache via Outlier-Suppressed Vector Quantization ACL 2026 AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding ACL 2025 CSTree-SRI: Introspection-Driven Cognitive Semantic Tree for Multi-Turn Question Answering over Extra-Long Contexts ACL 2025 CURIE: Evaluating LLMs on Multitask Scientific Long-Context Understanding and Reasoning ICLR 2025 E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning EMNLP 2025 Extending LLM Context Window with Adaptive Grouped Positional Encoding: A Training-Free Method ACL 2025 FocusLLM: Precise Understanding of Long Context by Dynamic Condensing ACL 2025 Joint Enhancement of Relational Reasoning for Long-Context LLMs EMNLP 2025 LAMB: A Training-Free Method to Enhance the Long-Context Understanding of SSMs via Attention-Guided Token Filtering ACL 2025 LC-Eval: A Bilingual Multi-Task Evaluation Benchmark for Long-Context Understanding EMNLP 2025 LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks ACL 2025 Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition EMNLP 2025 LongLeader: A Comprehensive Leaderboard for Large Language Models in Long-context Scenarios NAACL 2025 LongMamba: Enhancing Mamba's Long-Context Capabilities via Training-Free Receptive Field Enlargement ICLR 2025 LongVILA: Scaling Long-Context Visual Language Models for Long Videos ICLR 2025 MiniLongBench: The Low-cost Long Context Understanding Benchmark for Large Language Models ACL 2025 NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts EMNLP 2025 NovelQA: Benchmarking Question Answering on Documents Exceeding 200K Tokens ICLR 2025 SQLong: Enhanced NL2SQL for Longer Contexts with LLMs ACL 2025 State Space Models are Strong Text Rerankers NAACL 2025 SYNC: A Synthetic Long-Context Understanding Benchmark for Controlled Comparisons of Model Capabilities EMNLP 2025 Tagging-Augmented Generation: Assisting Language Models in Finding Intricate Knowledge In Long Contexts EMNLP 2025