The 31st International Conference on Computational Linguistics (COLING 2025) will take place in Abu Dhabi, UAE, January 19-24 2025. COLING 2025 invites the submission of long and short papers featuring substantial, original, and unpublished research in all aspects of Computational Linguistics and Natural Language Processing. Relevant topics include, but are not limited to, the following areas: Dialogue and Interactive Systems Discourse and Pragmatics Document Classification and Topic Modeling Ethics, Bias, and Fairness Information Extraction Information Retrieval and Text Mining Interpretability and Analysis of Models for NLP Language Modeling Language Resources and Evaluation Linguistic Insights Derived using Computational Techniques Linguistic Theories, Cognitive Modeling and Psycholinguistics Low-Resource and Efficient Methods for NLP Machine Learning for Computational Linguistics and NLP Machine Translation and Translation Aids Multilingualism and Language Diversity Multimodal and Grounded Language Acquisition NLP and LLM Applications (such as Education, Healthcare, Finance, Legal NLP, Computational Social Science, etc.) Natural Language Generation Offensive Speech Detection and Analysis Phonology, Morphology and Word Segmentation Question Answering Lexical Semantics Sentence-level Semantics (Textual Inference, Paraphrasing, etc) Sentiment Analysis, Stylistic Analysis, Opinion and Argument Mining Speech Recognition and Synthesis, and Spoken Language Understanding Summarization and Simplification Syntactic analysis (tagging, chunking, parsing) Vision and Robotics Papers targeting any of these topics from the perspective of the Sustainability Goals of the UN are especially welcome.