Natural Language Processing

Rethinking Evaluation Metrics for Grammatical Error Correction: Why Use a Different Evaluation Process than Human? ACL 2025 Rethinking Full Finetuning from Pretraining Checkpoints in Active Learning for African Languages ACL 2025 Rethinking Information Synthesis in Multimodal Question Answering A Multi-Agent Perspective IJCNLP 2025 Rethinking Kullback-Leibler Divergence in Knowledge Distillation for Large Language Models COLING 2025 Rethinking LLM Unlearning Objectives: A Gradient Perspective and Go Beyond ICLR 2025 Rethinking Long Context Generation from the Continual Learning Perspective COLING 2025 Rethinking NLP for Chemistry: A Critical Look at the USPTO Benchmark EMNLP 2025 Rethinking Personality Assessment from Human-Agent Dialogues: Fewer Rounds May Be Better Than More EMNLP 2025 Rethinking Repetition Problems of LLMs in Code Generation ACL 2025 Rethinking Scene Segmentation. Advancing Automated Detection of Scene Changes in Literary Texts NAACL 2025 Rethinking Search: A Study of University Students’ Perspectives on Using LLMs and Traditional Search Engines in Academic Problem Solving EMNLP 2025 Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints ACL 2025 Rethinking Stateful Tool Use in Multi-Turn Dialogues: Benchmarks and Challenges ACL 2025 Rethinking Table Instruction Tuning ACL 2025 Rethinking Text-based Protein Understanding: Retrieval or LLM? EMNLP 2025 Rethinking the Alignment of Psychotherapy Dialogue Generation with Motivational Interviewing Strategies COLING 2025 Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability Fusion NAACL 2025 Rethinking the Role of Text Complexity in Language Model Pretraining EMNLP 2025 Rethinking the Roles of Large Language Models in Chinese Grammatical Error Correction ACL 2025 Rethinking Tokenization for Rich Morphology: The Dominance of Unigram over BPE and Morphological Alignment IJCNLP 2025 Rethinking Vocabulary Augmentation: Addressing the Challenges of Low-Resource Languages in Multilingual Models COLING 2025 Rethinking what matters: Effective and Robust Multilingual Realignment for Low-Resource Languages IJCNLP 2025 Rethink Rumor Detection in the Era of LLMs: A Review EMNLP 2025 RETQA: A Large-Scale Open-Domain Tabular Question Answering Dataset for Real Estate Sector AAAI 2025 ReTracing: An Archaeological Approach Through Body, Machine, and Generative Systems NeurIPS 2025