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Search smarter, not harder: A scalable, high- quality zoned neutral atom compiler

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Evaluation-driven Scaling for Scientific Discovery

cs.LG · 2026-04-21 · unverdicted · novelty 6.0

SimpleTES scales test-time evaluation in LLMs to discover state-of-the-art solutions on 21 scientific problems across six domains, outperforming frontier models and optimization pipelines with examples like 2x faster LASSO and new Erdos constructions.

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  • Evaluation-driven Scaling for Scientific Discovery cs.LG · 2026-04-21 · unverdicted · none · ref 127

    SimpleTES scales test-time evaluation in LLMs to discover state-of-the-art solutions on 21 scientific problems across six domains, outperforming frontier models and optimization pipelines with examples like 2x faster LASSO and new Erdos constructions.