Natural Language Processing

LDP: Generalizing to Multilingual Visual Information Extraction by Language Decoupled Pretraining AAAI 2025 LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models EMNLP 2025 LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025 Lean-STaR: Learning to Interleave Thinking and Proving ICLR 2025 Learnable Retrieval Enhanced Visual-Text Alignment and Fusion for Radiology Report Generation ICCV 2025 Learn and Unlearn: Addressing Misinformation in Multilingual LLMs EMNLP 2025 Learning and Enforcing Context-Sensitive Control for LLMs ACL 2025 Learning and Evaluating Factual Clarification Question Generation Without Examples 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 Contextual Retrieval for Robust Conversational Search EMNLP 2025 Learning Cross-Dialectal Morphophonology with Syllable Structure Constraints COLING 2025 Learning Distribution-wise Control in Representation Space for Language Models ICML 2025 Learning Dynamics of LLM Finetuning ICLR 2025 Learning Dynamics of Meta-Learning in Small Model Pretraining IJCNLP 2025 Learning First-Order Logic Rules for Argumentation Mining ACL 2025 Learning from Committee: Reasoning Distillation from a Mixture of Teachers with Peer-Review ACL 2025 Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025 Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention IJCNLP 2025 Learning from Impairment: Leveraging Insights from Clinical Linguistics in Language Modelling Research COLING 2025 Learning from Litigation: Graphs for Retrieval and Reasoning in eDiscovery ACL 2025 Learning from Mistakes: Self-correct Adversarial Training for Chinese Unnatural Text Correction AAAI 2025 Learning from Negative Samples in Biomedical Generative Entity Linking ACL 2025 Learning from others’ mistakes: Finetuning machine translation models with span-level error annotations ICML 2025