Large Language Models

Position: Enough of Scaling LLMs! Lets Focus on Downscaling ICML 2025 Position: Evaluating Generative AI Systems Is a Social Science Measurement Challenge ICML 2025 Position: General Intelligence Requires Reward-based Pretraining ICML 2025 Position IDs Matter: An Enhanced Position Layout for Efficient Context Compression in Large Language Models EMNLP 2025 Position: In-House Evaluation Is Not Enough. Towards Robust Third-Party Evaluation and Flaw Disclosure for General-Purpose AI ICML 2025 Position: LLMs Can be Good Tutors in English Education EMNLP 2025 Position: LLMs Need a Bayesian Meta-Reasoning Framework for More Robust and Generalizable Reasoning ICML 2025 Position: LLM Social Simulations Are a Promising Research Method ICML 2025 Position: Medical Large Language Model Benchmarks Should Prioritize Construct Validity ICML 2025 Position: Principles of Animal Cognition to Improve LLM Evaluations ICML 2025 Position: Rethinking LLM Bias Probing Using Lessons from the Social Sciences ICML 2025 Position: The Most Expensive Part of an LLM *should* be its Training Data ICML 2025 Position: Theory of Mind Benchmarks are Broken for Large Language Models ICML 2025 Position: Trustworthy AI Agents Require the Integration of Large Language Models and Formal Methods ICML 2025 Position: Uncertainty Quantification Needs Reassessment for Large Language Model Agents ICML 2025 Position: We Need An Algorithmic Understanding of Generative AI ICML 2025 Position: When Incentives Backfire, Data Stops Being Human ICML 2025 Positive Experience Reflection for Agents in Interactive Text Environments ACL 2025 PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation CVPR 2025 PoSum-Bench: Benchmarking Position Bias in LLM-based Conversational Summarization EMNLP 2025 Potemkin Understanding in Large Language Models ICML 2025 Praetor: A Fine-Grained Generative LLM Evaluator with Instance-Level Customizable Evaluation Criteria ACL 2025 Pragmatic Inference Chain (PIC) Improving LLMs’ Reasoning of Authentic Implicit Toxic Language EMNLP 2025 Pragmatics in the Era of Large Language Models: A Survey on Datasets, Evaluation, Opportunities and Challenges ACL 2025 Pragmatic Theories Enhance Understanding of Implied Meanings in LLMs IJCNLP 2025