Large Language Models

Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset NeurIPS 2024 MedCalc-Bench: Evaluating Large Language Models for Medical Calculations NeurIPS 2024 Medical Adaptation of Large Language and Vision-Language Models: Are We Making Progress? EMNLP 2024 MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical Reasoning NeurIPS 2024 MedMT5: An Open-Source Multilingual Text-to-Text LLM for the Medical Domain COLING 2024 MedQA-SWE - a Clinical Question & Answer Dataset for Swedish COLING 2024 MEEL: Multi-Modal Event Evolution Learning ACL 2024 MELoRA: Mini-Ensemble Low-Rank Adapters for Parameter-Efficient Fine-Tuning ACL 2024 Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences ACL 2024 Memorize Step by Step: Efficient Long-Context Prefilling with Incremental Memory and Decremental Chunk EMNLP 2024 Memory-Augmenting Decoder-Only Language Models through Encoders (Student Abstract) AAAI 2024 Memory-Efficient LLM Training with Online Subspace Descent NeurIPS 2024 Mercury: A Code Efficiency Benchmark for Code Large Language Models NeurIPS 2024 Mesa-Extrapolation: A Weave Position Encoding Method for Enhanced Extrapolation in LLMs NeurIPS 2024 MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models NeurIPS 2024 Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving NeurIPS 2024 Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models NeurIPS 2024 MIDGARD: Self-Consistency Using Minimum Description Length for Structured Commonsense Reasoning ACL 2024 MindMerger: Efficiently Boosting LLM Reasoning in non-English Languages NeurIPS 2024 MIND: Multimodal Shopping Intention Distillation from Large Vision-language Models for E-commerce Purchase Understanding EMNLP 2024 Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models NeurIPS 2024 MINT-1T: Scaling Open-Source Multimodal Data by 10x: A Multimodal Dataset with One Trillion Tokens NeurIPS 2024 Mirror: Multiple-perspective Self-Reflection Method for Knowledge-rich Reasoning ACL 2024 Mitigating Frequency Bias and Anisotropy in Language Model Pre-Training with Syntactic Smoothing EMNLP 2024 Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding CVPR 2024