Evaluation

ProactiveEval: A Unified Evaluation Framework for Proactive Dialogue Agents ACL 2026 ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence On Mobile Devices CVPR 2026 Probabilistic Prompt Adaptation for Unified Image Aesthetics and Quality Assessment CVPR 2026 Probing Audio-Visual Reasoning in Multimodal Language Models through the Lens of Audio ACL 2026 Processing Inconsistency Predicts Language Competence: LLM Evaluation Without Answer Labels on Turkic Languages ACL 2026 ProgressLM: Towards Progress Reasoning in Vision-Language Models ACL 2026 ProSoftArena: Benchmarking Hierarchical Capabilities of Multi-modal Agents in Professional Software Environments CVPR 2026 PROTEA: Offline Evaluation and Iterative Refinement for Multi-Agent LLM Workflows ACL 2026 Psychological Steering in LLMs: An Evaluation of Effectiveness and Trustworthiness ACL 2026 Pub-LawBench: Public-Oriented Benchmarking for LegalAI ACL 2026 Putting HUMANS first: Efficient LAM Evaluation with Human Preference Alignment ACL 2026 Quantifying and Mitigating Socially Desirable Responding in LLMs: A Desirability-Matched Graded Forced-Choice Psychometric Study ACL 2026 Quantifying Metric and Model Agreement in Bias Evaluation of Large Language Models ACL 2026 QUANTIPHY: A Quantitative Benchmark Evaluating Physical Reasoning Abilities of Vision-Language Models CVPR 2026 Question Difficulty Estimation for Large Language Models via Answer Plausibility Scoring ACL 2026 R2G: A Multi-View Circuit Graph Benchmark Suite from RTL to GDSII CVPR 2026 Ranking Reasoning LLMs under Test-Time Scaling ACL 2026 RARE: Redundancy-Aware Retrieval Evaluation Framework for High-Similarity Corpora ACL 2026 Ready Jurist One: Benchmarking Language Agents for Legal Intelligence in Dynamic Environments ACL 2026 RealAppiance: Let High-fidelity Appliance Assets Controllable and Workable as Aligned Real Manauls CVPR 2026 RealBirdID: Benchmarking Bird Species Identification in the Era of MLLMs CVPR 2026 RealChart2Code: Bridging the Gap in Real-World Chart-to-Code Generation via Multi-Task Evaluation ACL 2026 RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark CVPR 2026 ReasonMap: Towards Fine-Grained Visual Reasoning from Transit Maps CVPR 2026 Red Teaming Large Reasoning Models ACL 2026