2 papers
cs.CL2026
Confident Rankings with Fewer Items: Adaptive LLM Evaluation with Continuous Scores
Esma Balkır, Alice Pernthaller, Marco Basaldella +2
Computerized Adaptive Testing (CAT) has proven effective for efficient LLM evaluation on multiple-choice benchmarks, but modern LLM evaluation increasingly relies on generation tas…
cs.CL2025
11Plus-Bench: Demystifying Multimodal LLM Spatial Reasoning with Cognitive-Inspired Analysis
Chengzu Li, Wenshan Wu, Huanyu Zhang +6
For human cognitive process, spatial reasoning and perception are closely entangled, yet the nature of this interplay remains underexplored in the evaluation of multimodal large la…