Risk Management

A Proactive Reliability Metric for Detecting Failures in Language Model Training EMNLP 2025 Are Generative Models Underconfident? Better Quality Estimation with Boosted Model Probability EMNLP 2025 Are LLMs reliable? An exploration of the reliability of large language models in clinical note generation ACL 2025 A Sequential Multi-Stage Approach for Code Vulnerability Detection via Confidence- and Collaboration-based Decision Making EMNLP 2025 A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation ACL 2025 Augmented Lagrangian Risk-constrained Reinforcement Learning for Portfolio Optimization (Student Abstract) AAAI 2025 AUTE: Peer-Alignment and Self-Unlearning Boost Adversarial Robustness for Training Ensemble Models AAAI 2025 BIRD: A Trustworthy Bayesian Inference Framework for Large Language Models ICLR 2025 Calibrating LLMs for Text-to-SQL Parsing by Leveraging Sub-clause Frequencies EMNLP 2025 Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations EMNLP 2025 Can Large language model analyze financial statements well? COLING 2025 Can Watermarking Large Language Models Prevent Copyrighted Text Generation and Hide Training Data? AAAI 2025 CARMO: Dynamic Criteria Generation for Context Aware Reward Modelling ACL 2025 Certified Mitigation of Worst-Case LLM Copyright Infringement EMNLP 2025 CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification AAAI 2025 CoDiCast: Conditional Diffusion Model for Global Weather Forecasting with Uncertainty Quantification IJCAI 2025 Collapse of Dense Retrievers: Short, Early, and Literal Biases Outranking Factual Evidence ACL 2025 Comparing Targeting Strategies for Maximizing Social Welfare with Limited Resources ICLR 2025 Confidence-based Estimators for Predictive Performance in Model Monitoring (Abstract Reprint) IJCAI 2025 Constrained Offline Black-Box Optimization via Risk Evaluation and Management AAAI 2025 Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets ICLR 2025 CopyrightShield: Enhancing Diffusion Model Security Against Copyright Infringement Attacks ICCV 2025 COVER: Context-Driven Over-Refusal Verification in LLMs ACL 2025 CRiskEval: A Chinese Multi-Level Risk Evaluation Benchmark Dataset for Large Language Models ACL 2025 D^3: Scaling Up Deepfake Detection by Learning from Discrepancy CVPR 2025