benchmark evaluation

CARE-Bench: A Benchmark of Diverse Client Simulations Guided by Expert Principles for Evaluating LLMs in Psychological Counseling AAAI 2026 CCD-Bench: Probing Cultural Conflict in Large Language Model Decision-Making AAAI 2026 Cetvel: A Unified Benchmark for Evaluating Language Understanding, Generation and Cultural Capacity of LLMs for Turkish EACL 2026 CMedBench: A Comprehensive Benchmark for Efficient Medical Large Language Models AAAI 2026 CNSL-bench: Benchmarking the Sign Language Understanding Capabilities of MLLMs on Chinese National Sign Language ACL 2026 CogToM: A Comprehensive Theory of Mind Benchmark inspired by Human Cognition for Large Language Models ACL 2026 Complex Mathematical Expression Recognition: Benchmark, Large-Scale Dataset and Strong Baseline AAAI 2026 ConInstruct: Evaluating Large Language Models on Conflict Detection and Resolution in Instructions AAAI 2026 CounterBench: Evaluating and Improving Counterfactual Reasoning in Large Language Models AAAI 2026 DarkBench+: An Extended Benchmark for Evaluating Dark Patterns in Large Language Models AAAI 2026 Deconstructing Instruction-Following: A New Benchmark for Granular Evaluation of Large Language Model Instruction Compliance Abilities EACL 2026 DeepPhy: Benchmarking Agentic VLMs on Physical Reasoning AAAI 2026 Deep Research Arena: The First Exam of LLMs’ Research Abilities via Seminar-Grounded Tasks AAAI 2026 DNR Bench: Benchmarking Over-Reasoning in Reasoning LLMs AAAI 2026 Do Audio-Visual Segmentation Models Truly Segment Sounding Objects? AAAI 2026 Does Question Really Matter? The Attribution of Answer Bias in LLM Evaluation AAAI 2026 Do Generative Video Models Understand Physical Principles? WACV 2026 Do Large Language Models Reason About Uncertainty Like Humans? A Benchmark on Hurricane Forecast Visualization Comprehension AAAI 2026 Do LLMs Really Struggle at NL-FOL Translation? Revealing Their Strengths via a Novel Benchmarking Strategy AAAI 2026 Do Multi-Agents Solve Better Than Single? Evaluating Agentic Frameworks for Diagram-Grounded Geometry Problem Solving and Reasoning EACL 2026 Don’t Judge a Book by its Cover: Testing LLMs’ Robustness Under Logical Obfuscation EACL 2026 Do You See Me : A Multidimensional Benchmark for Evaluating Visual Perception in Multimodal LLMs EACL 2026 EMODIS: A Benchmark for Context-Dependent Emoji Disambiguation in Large Language Models AAAI 2026 ETOM: A Five-Level Benchmark for Evaluating Tool Orchestration within the MCP Ecosystem EACL 2026 FinChart-Bench: Benchmarking Financial Chart Comprehension in Vision-Language Models ACL 2026