Evaluation

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models ACL 2026 Assessing the Belief Consistency of Large Language Models on the Logical Conversation Process ACL 2026 Audio MultiChallenge: A Multi-Turn Evaluation of Spoken Dialogue Systems on Natural Human Interaction ACL 2026 AutoChecklist: Composable Pipelines for Checklist Generation and Scoring with LLM-as-a-Judge ACL 2026 AutoJudger: An Agent-Driven Framework for Efficient Benchmarking of MLLMs ACL 2026 AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage ACL 2026 AutoTaskEval: Towards Domain-Specific and Fine-Grained Evaluation for LLMs ACL 2026 AVA-Bench: Atomic Visual Ability Benchmark for Vision Foundation Models CVPR 2026 AVFakeBench: A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs CVPR 2026 AwarenessBench: Assessing Cognitive Capabilities of Language Models ACL 2026 BadScientist: Can a Research Agent Write Convincing but Unsound Papers that Fool LLM Reviewers? ACL 2026 Bayesian Adaptation Gym: A Benchmark for the Bayesian Low-Rank Adaptation of Multi-Modal Language Models UAI 2026 BenchMarker: An Education-Inspired Toolkit for Highlighting Flaws in Multiple-Choice Benchmarks ACL 2026 Benchmarking Deflection and Hallucination in Large Vision-Language Models ACL 2026 Benchmarking Egocentric Clinical Intent Understanding Capability for Medical Multimodal Large Language Models ACL 2026 Benchmarking Fine-Grained Error Detection in Multimodal Reasoning ACL 2026 Benchmarking Large Vision-Language Models on CFMME: A Comprehensive Chinese Financial Multimodal Evaluation Dataset ACL 2026 Benchmarking LLM’s Capability in Reasoning over Conflicting Web References ACL 2026 Benchmarking PhD-Level Coding in 3D Geometric Computer Vision CVPR 2026 Benchmarking Single-Factor Physical Video-to-Audio Generation CVPR 2026 Benchmarking Web Agent Safety under E-commerce Deceptive Interfaces ACL 2026 Beyond Detection: Evaluating Fallacy Awareness of LLMs in Interactive Scenarios ACL 2026 Beyond "I Don’t Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty ACL 2026 Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation ACL 2026 Beyond Noise: Characterizing Creative Potential in Unverifiable LLM Hallucinations ACL 2026