Science

REVOLVE

REVOLVE solution-optimization evaluation: Llama-3.1-8B-Instruct performs test-time training on GPQA-Diamond (198 items) and MMLU Machine Learning (112 items) multiple-choice questions, optimized either by the TextGrad baseline (v1) or by REVOLVE (v2, response-evolution tracking). Binary exact-match correctness of the extracted answer letter at each optimization stage (initial zero-shot, iterations 1-3, majority-vote final).