Evaluation

ReEfBench: Quantifying the Reasoning Efficiency of LLMs ACL 2026 Re-evaluating Continual VQA: Toward Fair and Robust Evaluation for Multimodal Continual Learning CVPR 2026 Ref4D-VideoBench: Four-Dimensional Reference-Based Evaluation of Text-to-Video Generative Models CVPR 2026 ReflectRM: Boosting Generative Reward Models via Self-Reflection within a Unified Judgment Framework ACL 2026 Reliable Evaluation Protocol for Low-Precision Retrieval ACL 2026 Repeated Sequences Reveal Gaps between Large Language Models and Natural Language ACL 2026 RepoGenesis: Benchmarking End-to-End Microservice Generation from Readme to Repository ACL 2026 ReportLogic: Evaluating Logical Quality in Deep Research Reports ACL 2026 ReproEvalCard: A Reporting Standard for Reproducible Evaluation of LLM Pipelines ACL 2026 Responsible Evaluation of AI for Mental Health ACL 2026 REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once ACL 2026 Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing ACL 2026 Rethinking Evaluation for LLM Hallucination Detection: A Desiderata, A New RAG-based Benchmark, New Insights ACL 2026 Rethinking Meeting Effectiveness: A Benchmark and Framework for Temporal Fine-grained Automatic Meeting Effectiveness Evaluation ACL 2026 Rethinking Reasoning-Intensive Retrieval: Evaluating and Advancing Retrievers in Agentic Search Systems ACL 2026 ReTraceQA: Evaluating Reasoning Traces of Small Language Models in Commonsense Question Answering ACL 2026 ReTRE: Benchmarking LLM Transfer Robustness with Structure-Preserving Variants ACL 2026 REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation ACL 2026 ReviewGrounder: Improving Review Substantiveness with Rubric-Guided, Tool-Integrated Agents ACL 2026 Revisiting Non-Verbatim Memorization in Large Language Models: The Role of Entity Surface Forms ACL 2026 Revisiting the Reliability of Language Models in Instruction-Following ACL 2026 RExBench: Can coding agents autonomously implement AI research extensions? ACL 2026 RFS-Guard: Detecting Reasoning Hallucinations via Cross-Phase Routing Focus in Large Reasoning Models ACL 2026 RMIR: A Benchmark Dataset for Reasoning-Intensive Multimodal Image Retrieval CVPR 2026 Routing with Generated Data: Annotation-Free LLM Skill Estimation and Expert Selection ACL 2026