Large Language Models

LLM Braces: Straightening Out LLM Predictions with Relevant Sub-Updates ACL 2025 LLM Data Selection and Utilization via Dynamic Bi-level Optimization ICML 2025 LLM Dependency Parsing with In-Context Rules ACL 2025 LLMDet: Learning Strong Open-Vocabulary Object Detectors under the Supervision of Large Language Models CVPR 2025 LLM-driven Multimodal and Multi-Identity Listening Head Generation CVPR 2025 LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation EMNLP 2025 LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation ACL 2025 LlmLink: Dual LLMs for Dynamic Entity Linking on Long Narratives with Collaborative Memorisation and Prompt Optimisation COLING 2025 LLM×MapReduce: Simplified Long-Sequence Processing using Large Language Models ACL 2025 LLM-Microscope: Uncovering the Hidden Role of Punctuation in Context Memory of Transformers NAACL 2025 LLM-OREF: An Open Relation Extraction Framework Based on Large Language Models EMNLP 2025 LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning NAACL 2025 LLM Roleplay: Simulating Human-Chatbot Interaction ACL 2025 LLMs and Copyright Risks: Benchmarks and Mitigation Approaches NAACL 2025 LLMs are Better Than You Think: Label-Guided In-Context Learning for Named Entity Recognition EMNLP 2025 LLMs are Biased Evaluators But Not Biased for Fact-Centric Retrieval Augmented Generation ACL 2025 LLMs Are Biased Towards Output Formats! Systematically Evaluating and Mitigating Output Format Bias of LLMs NAACL 2025 LLMs as annotators of argumentation EMNLP 2025 LLMs as Architects and Critics for Multi-Source Opinion Summarization IJCNLP 2025 LLMs as Meta-Reviewers’ Assistants: A Case Study NAACL 2025 LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models ACL 2025 LLMs Can Achieve High-quality Simultaneous Machine Translation as Efficiently as Offline ACL 2025 LLMScan: Causal Scan for LLM Misbehavior Detection ICML 2025 LLMs for Extremely Low-Resource Finno-Ugric Languages NAACL 2025 LLMs for Low-Resource Dialect Translation Using Context-Aware Prompting: A Case Study on Sylheti AACL 2025