Language Modeling

More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning EMNLP 2025 MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing NAACL 2025 MossNet: Mixture of State-Space Experts is a Multi-Head Attention IJCNLP 2025 MoVoC: Morphology-Aware Subword Construction for Ge’ez Script Languages EMNLP 2025 MUDDFormer: Breaking Residual Bottlenecks in Transformers via Multiway Dynamic Dense Connections ICML 2025 MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration EMNLP 2025 Multilingual Definition Modeling ACL 2025 Multilingual Language Model Pretraining using Machine-translated Data EMNLP 2025 Multilingual Prompting for Improving LLM Generation Diversity EMNLP 2025 Multi-token Mask-filling and Implicit Discourse Relations EMNLP 2025 MuSC: Improving Complex Instruction Following with Multi-granularity Self-Contrastive Training ACL 2025 MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization ACL 2025 Natural Language Generation with Expert Standards AAAI 2025 neDIOM: Dataset and Analysis of Nepali Idioms COLING 2025 Nesterov Method for Asynchronous Pipeline Parallel Optimization ICML 2025 Neural Topic Modeling via Contextual and Graph Information Fusion EMNLP 2025 NIM: Neuro-symbolic Ideographic Metalanguage for Inclusive Communication EMNLP 2025 Non-myopic Generation of Language Models for Reasoning and Planning ICLR 2025 NorEval: A Norwegian Language Understanding and Generation Evaluation Benchmark ACL 2025 Not quite Sherlock Holmes: Language model predictions do not reliably differentiate impossible from improbable events ACL 2025 NOVA-63: Native Omni-lingual Versatile Assessments of 63 Disciplines EMNLP 2025 NOVA: An Iterative Planning Framework for Enhancing Scientific Innovation with Large Language Models ACL 2025 NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning EMNLP 2025 NTPP: Generative Speech Language Modeling for Dual-Channel Spoken Dialogue via Next-Token-Pair Prediction ICML 2025 NyayaAnumana and INLegalLlama: The Largest Indian Legal Judgment Prediction Dataset and Specialized Language Model for Enhanced Decision Analysis COLING 2025