Large Language Models

Teaching Large Language Models to Express Knowledge Boundary from Their Own Signals ACL 2025 Teaching Large Language Models to Regress Accurate Image Quality Scores Using Score Distribution CVPR 2025 Teaching Models to Improve on Tape AAAI 2025 Teaching Your Models to Understand Code via Focal Preference Alignment EMNLP 2025 Team QUST at SemEval-2025 Task 10: Evaluating Large Language Models in Multiclass Multi-label Classification of News Entity Framing SemEval 2025 Tell Me What You Don’t Know: Enhancing Refusal Capabilities of Role-Playing Agents via Representation Space Analysis and Editing ACL 2025 Tell Me What You Know About Sexism: Expert-LLM Interaction Strategies and Co-Created Definitions for Zero-Shot Sexism Detection NAACL 2025 TeXpert: A Multi-Level Benchmark for Evaluating LaTeX Code Generation by LLMs ACL 2025 Text2World: Benchmarking Large Language Models for Symbolic World Model Generation ACL 2025 Textual Aesthetics in Large Language Models EMNLP 2025 TFDP: Token-Efficient Disparity Audits for Autoregressive LLMs via Single-Token Masked Evaluation EMNLP 2025 TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs AAAI 2025 The 2nd Automated Verification of Textual Claims (AVeriTeC) Shared Task: Open-weights, Reproducible and Efficient Systems ACL 2025 The contribution of LLMs to relation extraction in the economic field COLING 2025 The Devil is in Temporal Token: High Quality Video Reasoning Segmentation CVPR 2025 The Devil is in the Prompts: Retrieval-Augmented Prompt Optimization for Text-to-Video Generation CVPR 2025 The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit ACL 2025 The Essence of Contextual Understanding in Theory of Mind: A Study on Question Answering with Story Characters ACL 2025 The Fellowship of the LLMs: Multi-Model Workflows for Synthetic Preference Optimization Dataset Generation ACL 2025 The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination ACL 2025 The LLM Already Knows: Estimating LLM-Perceived Question Difficulty via Hidden Representations EMNLP 2025 The Mirage of Model Editing: Revisiting Evaluation in the Wild ACL 2025 The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers CVPR 2025 The Ranking Blind Spot: Decision Hijacking in LLM-based Text Ranking EMNLP 2025 The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models EMNLP 2025