Large Language Models

Long-context Language Models Fail in Basic Retrieval Tasks Without Sufficient Reasoning Steps EMNLP 2025 Long-form Hallucination Detection with Self-elicitation ACL 2025 Long-Form Information Alignment Evaluation Beyond Atomic Facts EMNLP 2025 LongGenBench: Benchmarking Long-Form Generation in Long Context LLMs ICLR 2025 LongLeader: A Comprehensive Leaderboard for Large Language Models in Long-context Scenarios NAACL 2025 LongReD: Mitigating Short-Text Degradation of Long-Context Large Language Models via Restoration Distillation ACL 2025 LongRoPE2: Near-Lossless LLM Context Window Scaling ICML 2025 LongSafety: Enhance Safety for Long-Context LLMs ACL 2025 LongSafety: Evaluating Long-Context Safety of Large Language Models ACL 2025 LongTableBench: Benchmarking Long-Context Table Reasoning across Real-World Formats and Domains EMNLP 2025 LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos CVPR 2025 LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs ICLR 2025 Look Before You Leap: Enhance Attention and Vigilance Regarding Harmful Content with GuidelineLLM AAAI 2025 Lost in Literalism: How Supervised Training Shapes Translationese in LLMs ACL 2025 Lost in Variation? Evaluating NLI Performance in Basque and Spanish Geographical Variants CoNLL 2025 Low-Confidence Gold: Refining Low-Confidence Samples for Efficient Instruction Tuning EMNLP 2025 Low-Perplexity LLM-Generated Sequences and Where To Find Them ACL 2025 Low-Rank Adapting Models for Sparse Autoencoders ICML 2025 Low-Resource Languages LLM Disinformation is Within Reach: The Case of Walliserdeutsch EMNLP 2025 LP Data Pipeline: Lightweight, Purpose-driven Data Pipeline for Large Language Models EMNLP 2025 LSC-Eval: A General Framework to Evaluate Methods for Assessing Dimensions of Lexical Semantic Change Using LLM-Generated Synthetic Data ACL 2025 LTRAG: Enhancing Autoformalization and Self-refinement for Logical Reasoning with Thought-Guided RAG ACL 2025 Luna: A Lightweight Evaluation Model to Catch Language Model Hallucinations with High Accuracy and Low Cost COLING 2025 Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition ICCV 2025 LyS at SemEval 2025 Task 8: Zero-Shot Code Generation for Tabular QA SemEval 2025