Evaluation

Large Language Models Are Bad Dice Players: LLMs Struggle to Generate Random Numbers from Statistical Distributions ACL 2026 League of LLMs: A Benchmark-Free Paradigm for Mutual Evaluation of Large Language Models ACL 2026 Learning 3D Shape Fidelity Metric from Real-world Distortions CVPR 2026 Learning from Emptiness: De-biasing Listwise Rerankers with Content-Agnostic Probability Calibration ACL 2026 Learning Uncertainty from Sequential Internal Dispersion in Large Language Models ACL 2026 LeCoDe: A Benchmark Dataset for Interactive Legal Consultation Dialogue Evaluation ACL 2026 LIBERO-Plus: A Progressive Robustness Benchmark for Visual-Language-Action Models CVPR 2026 LifeEval: A Multimodal Benchmark for Assistive AI in Egocentric Daily Life Tasks CVPR 2026 Limited Linguistic Diversity in Embodied AI Datasets ACL 2026 LiveCultureBench: a Multi-Agent, Multi-Cultural Benchmark for Large Language Models in Dynamic Social Simulations ACL 2026 LiveFact: A Dynamic, Time-Aware Benchmark for LLM-Driven Fake News Detection ACL 2026 LLMEval-Fair: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models ACL 2026 LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient ACL 2026 LLMs (Almost) Never Abstain Under Medical Uncertainty ACL 2026 LoCar: Localization-Aware Evaluation of In-Vehicle Assistants through Fine-Grained Sociolinguistic Control ACL 2026 LOGICAL-COMMONSENSEQA: A Benchmark for Logical Commonsense Reasoning ACL 2026 Logical Consistency as a Bridge: Improving LLM Hallucination Detection via Label Constraint Modeling between Responses and Self-Judgments ACL 2026 Logic-Level Evaluation of Logical Table-to-Text Generation CoNLL 2026 Logic Matters in Lightweight Hallucination Classification for RAG System ACL 2026 LongTutor: Benchmarking Large Language Models for Long-term Personalized Tutoring ACL 2026 Lost in Simulation: LLM-Simulated Users are Unreliable Proxies for Human Users in Agentic Evaluations ACL 2026 Lost in the Mix: Evaluating LLM Understanding of Code-Switched Text ACL 2026 M4-RAG: A Massive-Scale Multilingual Multi-Cultural Multimodal RAG CVPR 2026 MA-Bench: Towards Fine-grained Micro-Action Understanding CVPR 2026 MagicBench: Diagnosing Visual Agency Loss and Semantic Dependency in Multimodal LLMs ACL 2026