Foundation Models

Machine-generated text detection prevents language model collapse EMNLP 2025 MA-COIR: Leveraging Semantic Search Index and Generative Models for Ontology-Driven Biomedical Concept Recognition ACL 2025 MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection ACL 2025 MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness EMNLP 2025 MagicDec: Breaking the Latency-Throughput Tradeoff for Long Context Generation with Speculative Decoding ICLR 2025 MagicPIG: LSH Sampling for Efficient LLM Generation ICLR 2025 Magma: A Foundation Model for Multimodal AI Agents CVPR 2025 Making Large Language Models into World Models with Precondition and Effect Knowledge COLING 2025 Mamba Knockout for Unraveling Factual Information Flow ACL 2025 Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System ACL 2025 MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models ICML 2025 MAPLE: A Framework for Active Preference Learning Guided by Large Language Models AAAI 2025 MAPoRL: Multi-Agent Post-Co-Training for Collaborative Large Language Models with Reinforcement Learning ACL 2025 MapQaTor: An Extensible Framework for Efficient Annotation of Map-Based QA Datasets ACL 2025 Marco-Bench-MIF: On Multilingual Instruction-Following Capability of Large Language ACL 2025 Marco Large Translation Model at WMT2025: Transforming Translation Capability in LLMs via Quality-Aware Training and Decoding EMNLP 2025 MarS: a Financial Market Simulation Engine Powered by Generative Foundation Model ICLR 2025 MARS: Mixture of Auto-Regressive Models for Fine-grained Text-to-image Synthesis AAAI 2025 MASSIVE-Agents: A Benchmark for Multilingual Function-Calling in 52 Languages EMNLP 2025 MASSW: A New Dataset and Benchmark Tasks for AI-Assisted Scientific Workflows NAACL 2025 MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning ACL 2025 MathMistake Checker: A Comprehensive Demonstration for Step-by-Step Math Problem Mistake Finding by Prompt-Guided LLMs AAAI 2025 MathSpeech: Leveraging Small LMs for Accurate Conversion in Mathematical Speech-to-Formula AAAI 2025 Mat-Instructions: A Large-Scale Inorganic Material Instruction Dataset for Large Language Models IJCAI 2025 Matter-of-Fact: A Benchmark for Verifying the Feasibility of Literature-Supported Claims in Materials Science EMNLP 2025