Large Language Models

MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation ACL 2025 MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ICCV 2025 MMRefine: Unveiling the Obstacles to Robust Refinement in Multimodal Large Language Models ACL 2025 MM-RLHF: The Next Step Forward in Multimodal LLM Alignment ICML 2025 MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models ACL 2025 MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025 Modality-Fair Preference Optimization for Trustworthy MLLM Alignment IJCAI 2025 MODA: MOdular Duplex Attention for Multimodal Perception, Cognition, and Emotion Understanding ICML 2025 MoDE: Effective Multi-task Parameter Efficient Fine-Tuning with a Mixture of Dyadic Experts NAACL 2025 Model-based Large Language Model Customization as Service EMNLP 2025 Model Consistency as a Cheap yet Predictive Proxy for LLM Elo Scores EMNLP 2025 ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges EMNLP 2025 Modeling Background Knowledge with Frame Semantics for Fine-grained Sentiment Classification ACL 2025 Modeling Interactions Between Stocks Using LLM-Enhanced Graphs for Volume Prediction COLING 2025 Modeling Subjectivity in Cognitive Appraisal with Language Models EMNLP 2025 Model Performance-Guided Evaluation Data Selection for Effective Prompt Optimization ACL 2025 Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence ICML 2025 Modern Models, Medieval Texts: A POS Tagging Study of Old Occitan NAACL 2025 Modular-Cam: Modular Dynamic Camera-view Video Generation with LLM AAAI 2025 Modular Sentence Encoders: Separating Language Specialization from Cross-Lingual Alignment ACL 2025 MoEQuant: Enhancing Quantization for Mixture-of-Experts Large Language Models via Expert-Balanced Sampling and Affinity Guidance ICML 2025 MoE-SVD: Structured Mixture-of-Experts LLMs Compression via Singular Value Decomposition ICML 2025 MoLA: MoE LoRA with Layer-wise Expert Allocation NAACL 2025 MolErr2Fix: Benchmarking LLM Trustworthiness in Chemistry via Modular Error Detection, Localization, Explanation, and Correction EMNLP 2025 MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction ACL 2025