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cs.CL2025
Anticipatory Evaluation of Language Models: Predicting LLM Benchmark Scores from Descriptions
Jungsoo Park, Ethan Mendes, Gabriel Stanovsky +1
Modern ML research increasingly faces an evaluation bottleneck: building benchmarks and running experiments is costly, slowing iteration. We ask how much can be inferred about eval…
cs.CL2025
Can LLMs Help Uncover Insights about LLMs? A Large-Scale, Evolving Literature Analysis of Frontier LLMs
Jungsoo Park, Junmo Kang, Gabriel Stanovsky +1
The surge of LLM studies makes synthesizing their findings challenging. Analysis of experimental results from literature can uncover important trends across studies, but the time-c…