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cs.CL2025
FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow
Haoyu Sun, Huichen Will Wang, Jiawei Gu +2
Front-end engineering involves a complex workflow where engineers conceptualize designs, translate them into code, and iteratively refine the implementation. While recent benchmark…
cs.CL2025
Lost in Benchmarks? Rethinking Large Language Model Benchmarking with Item Response Theory
Hongli Zhou, Hui Huang, Ziqing Zhao +10
The evaluation of large language models (LLMs) via benchmarks is widespread, yet inconsistencies between different leaderboards and poor separability among top models raise concern…