Large Language Models

MARK: Multi-agent Collaboration with Ranking Guidance for Text-attributed Graph Clustering ACL 2025 MA-RLHF: Reinforcement Learning from Human Feedback with Macro Actions ICLR 2025 MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset ACL 2025 MARS: Unleashing the Power of Variance Reduction for Training Large Models ICML 2025 Masculine Defaults via Gendered Discourse in Podcasts and Large Language Models ACL 2025 MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations CVPR 2025 Mask-Enhanced Autoregressive Prediction: Pay Less Attention to Learn More ICML 2025 Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context Permutation ACL 2025 MasRouter: Learning to Route LLMs for Multi-Agent Systems ACL 2025 Massively Multilingual Instruction-Following Information Extraction ACL 2025 Massive Supervised Fine-tuning Experiments Reveal How Data, Layer, and Training Factors Shape LLM Alignment Quality EMNLP 2025 Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding ICML 2025 Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching COLING 2025 MateInfoUB: A Real-World Benchmark for Testing LLMs in Competitive, Multilingual, and Multimodal Educational Tasks ACL 2025 MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code ICLR 2025 MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning ACL 2025 MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025 Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025 MathSpeech: Leveraging Small LMs for Accurate Conversion in Mathematical Speech-to-Formula AAAI 2025 Matina: A Culturally-Aligned Persian Language Model Using Multiple LoRA Experts ACL 2025 Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025 Mātṛkā: Multilingual Jailbreak Evaluation of Open-Source Large Language Models AACL 2025 MatViX: Multimodal Information Extraction from Visually Rich Articles NAACL 2025 MaXIFE: Multilingual and Cross-lingual Instruction Following Evaluation ACL 2025 Maximizing Signal in Human-Model Preference Alignment AAAI 2025