Foundation Models

MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine ICLR 2025 MAVL: A Multilingual Audio-Video Lyrics Dataset for Animated Song Translation EMNLP 2025 MDCure: A Scalable Pipeline for Multi-Document Instruction-Following ACL 2025 MDPO: Customized Direct Preference Optimization with a Metric-based Sampler for Question and Answer Generation COLING 2025 Measuring And Improving Persuasiveness Of Large Language Models ICLR 2025 Measuring Data Diversity for Instruction Tuning: A Systematic Analysis and A Reliable Metric ACL 2025 Mechanistic Interpretability for Steering Vision-Language-Action Models CoRL 2025 Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning NAACL 2025 MedCOD: Enhancing English-to-Spanish Medical Translation of Large Language Models Using Enriched Chain-of-Dictionary Framework EMNLP 2025 MedCodER: A Generative AI Assistant for Medical Coding NAACL 2025 MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient IJCAI 2025 medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRs COLING 2025 MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K Tokens NAACL 2025 MedTutor: A Retrieval-Augmented LLM System for Case-Based Medical Education EMNLP 2025 MedualTime: A Dual-Adapter Language Model for Medical Time Series-Text Multimodal Learning IJCAI 2025 MELAC: Massive Evaluation of Large Language Models with Alignment of Culture in Persian Language IJCNLP 2025 Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? EMNLP 2025 Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction AAAI 2025 Memory Layers at Scale ICML 2025 Mergenetic: a Simple Evolutionary Model Merging Library ACL 2025 MeshAnything V2: Artist-Created Mesh Generation with Adjacent Mesh Tokenization ICCV 2025 Metadata Conditioning Accelerates Language Model Pre-training ICML 2025 MetaFaith: Faithful Natural Language Uncertainty Expression in LLMs EMNLP 2025 MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer EMNLP 2025 Meta-Optimization and Program Search using Language Models for Task and Motion Planning CoRL 2025