EGSS uses entropy to guide adaptive search and test-suite augmentation in LLM test-time scaling, raising resolved rates on SWE-Bench-Verified by 5-10% and cutting tokens by 28%.
Score Criteria 0 Breaking Change 1 Partial Awareness 2 Internally Consistent 3 System-Wide Vision
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EGSS: Entropy-guided Stepwise Scaling for Reliable Software Engineering
EGSS uses entropy to guide adaptive search and test-suite augmentation in LLM test-time scaling, raising resolved rates on SWE-Bench-Verified by 5-10% and cutting tokens by 28%.