Evaluation

4DWorldBench: A Comprehensive Evaluation Framework for 3D/4D World Generation Models CVPR 2026 ACIArena: Toward Unified Evaluation for Agent Cascading Injection ACL 2026 A Comprehensive Collection of Vignettes for Actual Causation CLeaR 2026 A Comprehensive Survey of Process Reward Models: Data Generation, Model Construction, and Usage ACL 2026 Action Boundary Blindness: When LLM Agents Cannot Tell Where One Action Ends and Another Begins ACL 2026 AdvancedIF: Rubric-Based Benchmarking and Reinforcement Learning for Advancing LLM Instruction Following ACL 2026 ADVICE: Answer-Dependent Verbalized Confidence Estimation ACL 2026 AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images ACL 2026 A Functionality-Grounded Benchmark for Evaluating Web Agents in E-commerce Domains ACL 2026 AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts ACL 2026 AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World Scenarios ACL 2026 AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments ACL 2026 Agentic CLEAR: Automating Multi-Level Evaluation of LLM Agents ACL 2026 AGENTSAFE: Benchmarking the Safety of Embodied Agents on Hazardous Instructions CVPR 2026 Aggregate vs. Personalized Judges in Business Idea Evaluation: Evidence from Expert Disagreement ACL 2026 AI use in American newspapers is widespread, uneven, and rarely disclosed ACL 2026 AlignCultura: Towards Culturally Aligned Large Language Models? ACL 2026 Aligning Agents via Planning: A Benchmark for Trajectory-Level Reward Modeling ACL 2026 Aligning Language Models with Real-time Knowledge Editing ACL 2026 All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection ACL 2026 A Multilingual Social Bias Benchmark Incorporating Thinking Processes ACL 2026 Anchoring Depends on Confidence and Post-Training in Language Models ACL 2026 Are Large Language Models Economically Viable for Industry Deployment? ACL 2026 Are We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods ACL 2026 ArgGenBench: Benchmarking the Complex Controlled Argument Generation Capability of Large Language Models ACL 2026