Foundation Models

MARS: Meaning-Aware Response Scoring for Uncertainty Estimation in Generative LLMs ACL 2024 MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical Reasoning NAACL 2024 Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations ACL 2024 MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts ICLR 2024 Maven at MEDIQA-CORR 2024: Leveraging RAG and Medical LLM for Error Detection and Correction in Medical Notes NAACL 2024 MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making NeurIPS 2024 MDR: Model-Specific Demonstration Retrieval at Inference Time for In-Context Learning NAACL 2024 Measuring Progress in Dictionary Learning for Language Model Interpretability with Board Game Models NeurIPS 2024 Measuring Vision-Language STEM Skills of Neural Models ICLR 2024 Mechanistic Design and Scaling of Hybrid Architectures ICML 2024 MedCoT: Medical Chain of Thought via Hierarchical Expert EMNLP 2024 Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification NeurIPS 2024 Medical Adaptation of Large Language and Vision-Language Models: Are We Making Progress? EMNLP 2024 Medical Dialogue System: A Survey of Categories, Methods, Evaluation and Challenges ACL 2024 MediTab: Scaling Medical Tabular Data Predictors via Data Consolidation, Enrichment, and Refinement IJCAI 2024 MedJourney: Benchmark and Evaluation of Large Language Models over Patient Clinical Journey NeurIPS 2024 MEDVOC: Vocabulary Adaptation for Fine-tuning Pre-trained Language Models on Medical Text Summarization IJCAI 2024 Mega-TTS 2: Boosting Prompting Mechanisms for Zero-Shot Speech Synthesis ICLR 2024 Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences ACL 2024 Memory Augmented Language Models through Mixture of Word Experts NAACL 2024 Memory-Space Visual Prompting for Efficient Vision-Language Fine-Tuning ICML 2024 MERA: A Comprehensive LLM Evaluation in Russian ACL 2024 Merge to Learn: Efficiently Adding Skills to Language Models with Model Merging EMNLP 2024 Mesa-Extrapolation: A Weave Position Encoding Method for Enhanced Extrapolation in LLMs NeurIPS 2024 MeshXL: Neural Coordinate Field for Generative 3D Foundation Models NeurIPS 2024