Natural Language Processing

Learning from Sufficient Rationales: Analysing the Relationship Between Explanation Faithfulness and Token-level Regularisation Strategies IJCNLP 2025 Learning How Hard to Think: Input-Adaptive Allocation of LM Computation ICLR 2025 Learning In-context n-grams with Transformers: Sub-n-grams Are Near-Stationary Points ICML 2025 Learning Interleaved Image-Text Comprehension in Vision-Language Large Models ICLR 2025 Learning Language through Grounding NAACL 2025 Learning LLM-as-a-Judge for Preference Alignment ICLR 2025 Learning LLM Preference over Intra-Dialogue Pairs: A Framework for Utterance-level Understandings NAACL 2025 Learning Low-Resource Languages Through NLP-Driven Flashcards: A Case Study of Hokkien in Language Learning Applications NAACL 2025 Learning Multiple Object States from Actions via Large Language Models WACV 2025 Learning Parametric Distributions from Samples and Preferences ICML 2025 Learning Safety Constraints for Large Language Models ICML 2025 Learning SQL Like a Human: Structure-Aware Curriculum Learning for Text-to-SQL Generation EMNLP 2025 Learning Subjective Label Distributions via Sociocultural Descriptors EMNLP 2025 Learning Task Representations from In-Context Learning ACL 2025 Learning Theorem Rationale for Improving the Mathematical Reasoning Capability of Large Language Models AAAI 2025 Learning to Align Multi-Faceted Evaluation: A Unified and Robust Framework ACL 2025 Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training ICLR 2025 Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation NAACL 2025 Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025 Learning to Insert [PAUSE] Tokens for Better Reasoning ACL 2025 Learning to Instruct: Fine-Tuning a Task-Aware Instruction Optimizer for Black-Box LLMs EMNLP 2025 Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding ICML 2025 Learning to Look at the Other Side: A Semantic Probing Study of Word Embeddings in LLMs with Enabled Bidirectional Attention ACL 2025 Learning to Plan Before Answering: Self-Teaching LLMs to Learn Abstract Plans for Problem Solving ICLR 2025 Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games ACL 2025