Large Language Models

Large Language Models Still Exhibit Bias in Long Text ACL 2025 Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models ACL 2025 Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction EMNLP 2025 Larger or Smaller Reward Margins to Select Preferences for LLM Alignment? ICML 2025 Large Temporal Models: Unlocking Temporal Understanding in LLMs for Temporal Relation Classification IJCNLP 2025 La RoSA: Enhancing LLM Efficiency via Layerwise Rotated Sparse Activation ICML 2025 LAST SToP for Modeling Asynchronous Time Series ICML 2025 Latent Traits and Cross-Task Transfer: Deconstructing Dataset Interactions in LLM Fine-tuning EMNLP 2025 Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning IJCAI 2025 LawInstruct: A Resource for Studying Language Model Adaptation to the Legal Domain NAACL 2025 LAW: Legal Agentic Workflows for Custody and Fund Services Contracts COLING 2025 Lawma: The Power of Specialization for Legal Annotation ICLR 2025 Law of the Weakest Link: Cross Capabilities of Large Language Models ICLR 2025 LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy NAACL 2025 Layer Duplication in LLMs EMNLP 2025 LaySummX at BioLaySumm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context ACL 2025 Lazarus NLP at SemEval-2025 Task 11: Fine-Tuning Large Language Models for Multi-Label Emotion Classification via Sentence-Label Pairing SemEval 2025 LazyReview: A Dataset for Uncovering Lazy Thinking in NLP Peer Reviews ACL 2025 L-CiteEval: A Suite for Evaluating Fidelity of Long-context Models ACL 2025 Learning API Functionality from In-Context Demonstrations for Tool-based Agents EMNLP 2025 Learning Auxiliary Tasks Improves Reference-Free Hallucination Detection in Open-Domain Long-Form Generation ACL 2025 Learning Compositional Functions with Transformers from Easy-to-Hard Data COLT 2025 Learning Dynamics of LLM Finetuning ICLR 2025 Learning from Committee: Reasoning Distillation from a Mixture of Teachers with Peer-Review ACL 2025 Learning from Impairment: Leveraging Insights from Clinical Linguistics in Language Modelling Research COLING 2025