Large Language Models

Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization ACL 2025 Improving Diversity in Language Models: When Temperature Fails, Change the Loss ICML 2025 Improving Efficiency of Answer Set Planning with Rough Solutions from Large Language Models for Robotic Task Planning IJCAI 2025 Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators AAAI 2025 Improving Factuality with Explicit Working Memory ACL 2025 Improving Fairness of Large Language Models in Multi-document Summarization ACL 2025 Improving In-context Learning Example Retrieval for Classroom Discussion Assessment with Re-ranking and Label Ratio Regulation ACL 2025 Improving Large Language Model Confidence Estimates using Extractive Rationales for Classification ACL 2025 Improving Large Language Model Safety with Contrastive Representation Learning EMNLP 2025 Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates EMNLP 2025 Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning Interspeech 2025 Improving LLM Reasoning through Interpretable Role-Playing Steering EMNLP 2025 Improving LLM Safety Alignment with Dual-Objective Optimization ICML 2025 Improving LLMs for Recommendation with Out-Of-Vocabulary Tokens ICML 2025 Improving LLM Video Understanding with 16 Frames Per Second ICML 2025 Improving Medical Large Vision-Language Models with Abnormal-Aware Feedback ACL 2025 Improving Model Alignment Through Collective Intelligence of Open-Source Models ICML 2025 Improving Model Factuality with Fine-grained Critique-based Evaluator ACL 2025 Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations EMNLP 2025 Improving Neutral Point-of-View Generation with Data- and Parameter-Efficient RL EMNLP 2025 Improving Parallel Program Performance with LLM Optimizers via Agent-System Interfaces ICML 2025 Improving Preference Extraction In LLMs By Identifying Latent Knowledge Through Classifying Probes ACL 2025 Improving Pre-trained Language Models with Knowledge Enhancement and Filtering Framework NAACL 2025 Improving Rationality in the Reasoning Process of Language Models through Self-playing Game ICML 2025 Improving Reward Models with Synthetic Critiques NAACL 2025