Large Language Models

EquiBench: Benchmarking Large Language Models’ Reasoning about Program Semantics via Equivalence Checking EMNLP 2025 EquivaMap: Leveraging LLMs for Automatic Equivalence Checking of Optimization Formulations ICML 2025 ERFSL: An Efficient Reward Function Searcher via Large Language Models for Custom-Environment Multi-Objective Reinforcement Learning (Student Abstract) AAAI 2025 ERGO: Entropy-guided Resetting for Generation Optimization in Multi-turn Language Models EMNLP 2025 Error Classification of Large Language Models on Math Word Problems: A Dynamically Adaptive Framework EMNLP 2025 Error Comparison Optimization for Large Language Models on Aspect-Based Sentiment Analysis ACL 2025 Error Reflection Prompting: Can Large Language Models Successfully Understand Errors? NAACL 2025 ESC-Judge: A Framework for Comparing Emotional Support Conversational Agents EMNLP 2025 ESGenius: Benchmarking LLMs on Environmental, Social, and Governance (ESG) and Sustainability Knowledge EMNLP 2025 EssayDetect at GenAI Detection Task 2: Guardians of Academic Integrity: Multilingual Detection of AI-Generated Essays COLING 2025 Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025 Estimating LLM Consistency: A User Baseline vs Surrogate Metrics EMNLP 2025 ETA: Efficiency through Thinking Ahead, A Dual Approach to Self-Driving with Large Models ICCV 2025 ETF: An Entity Tracing Framework for Hallucination Detection in Code Summaries ACL 2025 EvalAssist: LLM-as-a-Judge Simplified AAAI 2025 Evaluating and Aligning Human Economic Risk Preferences in LLMs EMNLP 2025 Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publications NAACL 2025 Evaluating Calibration of Arabic Pre-trained Language Models on Dialectal Text COLING 2025 Evaluating Cultural and Social Awareness of LLM Web Agents NAACL 2025 Evaluating Design Choices in Verifiable Generation with Open-source Models NAACL 2025 Evaluating Dialect Robustness of Language Models via Conversation Understanding COLING 2025 Evaluating Evaluation Metrics for Ancient Chinese to English Machine Translation NAACL 2025 Evaluating Financial Literacy of Large Language Models through Domain Specific Languages for Plain Text Accounting COLING 2025 Evaluating Instructively Generated Statement by Large Language Models for Directional Event Causality Identification ACL 2025 Evaluating Intermediate Reasoning of Code-Assisted Large Language Models for Mathematics ACL 2025