Large Language Models

LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025 LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks ACL 2025 LLMs in the Classroom: Outcomes and Perceptions of Questions Written with the Aid of AI AAAI 2025 LLMs Know What They Need: Leveraging a Missing Information Guided Framework to Empower Retrieval-Augmented Generation COLING 2025 LLMs meet Bloom’s Taxonomy: A Cognitive View on Large Language Model Evaluations COLING 2025 LLMs on the Line: Data Determines Loss-to-Loss Scaling Laws ICML 2025 LLMs + Persona-Plug = Personalized LLMs ACL 2025 LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models ICML 2025 LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning ACL 2025 LLMSR@XLLM25: SWRV: Empowering Self-Verification of Small Language Models through Step-wise Reasoning and Verification ACL 2025 LLMTaxo: Leveraging Large Language Models for Constructing Taxonomy of Factual Claims from Social Media ACL 2025 LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025 LLM-TPF: Multiscale Temporal Periodicity-Semantic Fusion LLMs for Time Series Forecasting IJCAI 2025 LMR-BENCH: Evaluating LLM Agent’s Ability on Reproducing Language Modeling Research EMNLP 2025 LMUNIT: Fine-grained Evaluation with Natural Language Unit Tests EMNLP 2025 LNE-Blocking: An Efficient Framework for Contamination Mitigation Evaluation on Large Language Models EMNLP 2025 Local Normalization Distortion and the Thermodynamic Formalism of Decoding Strategies for Large Language Models EMNLP 2025 LoFTI: Localization and Factuality Transfer to Indian Locales ACL 2025 Logical forms complement probability in understanding language model (and human) performance ACL 2025 Logic Distillation: Learning from Code Function by Function for Decision-making Tasks IJCAI 2025 LogicGame: Benchmarking Rule-Based Reasoning Abilities of Large Language Models ACL 2025 LogiDebrief: A Signal-Temporal Logic Based Automated Debriefing Approach with Large Language Models Integration IJCAI 2025 LOLA – An Open-Source Massively Multilingual Large Language Model COLING 2025 LongAttn: Selecting Long-context Training Data via Token-level Attention ACL 2025 LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-Context QA ACL 2025