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LLM Atlas

Benchmarks

SWE-Lancer

deprecatedCodingcontamination risk: mediumlaunched 2025-02-17

Benchmark metadata from benchwiki — this page mirrors their record so scores can be joined to it. The original is canonical.

What it measures

Current 198-task offline patch benchmark derived from paid Upwork work, with historical mixed implementation and manager-task variants.

Primary metric
pass@1 accuracy on the 198-task Diamond offline subset (%)
Judge model
not judged by a model
Human baseline
not reportedNo blind protocol-comparable aggregate human baseline is reported. Original freelancers completed the IC work and hired managers chose proposals, defining the references rather than a timed test score.
Languages
English, JavaScript, TypeScript

Health

The current offline leaderboard has 198 executable patch tasks. The original paper's 502-task Diamond mixed 237 IC and 265 manager tasks, so its overall accuracy is a different axis.

Status evidence
The maintained leaderboard is frozen at July 2025 and narrows paper-era Diamond from 502 mixed tasks to 198 offline IC tasks, making unlabeled Diamond claims non-comparable.
Saturated since
not saturated
Refresh cycle
static
Test set public
yes

The benchmark uses a fixed historical codebase and, since July 2025, removes live Internet dependencies from execution; the public Diamond tasks and code are nevertheless exposed.

Models scored on this benchmark

The reverse lookup, which is this site’s addition: every model here with a score on this benchmark. Independent measurements and vendor-reported numbers are kept apart rather than interleaved, because they are different claims.

No model on this site has a score on this benchmark yet. That usually means the models that were measured on it are not in the registry, rather than that nobody has run it.

Trajectory

GPT-4o (198-task Diamond offline) — 8.1 on 2025-07-17 (vendor-reported)o1 (198-task Diamond offline) — 28.4 on 2025-07-17 (vendor-reported)20252025280
independent · vendor-reported. Points are not joined: the scores come from different models, harnesses and protocol versions, and a line between them would claim a continuity the data does not have.

Where results are tracked

Leaderboards benchwiki lists for this benchmark. These are links out, not sources this site ingests — no score below comes from any of them.

Source

This record is maintained by benchwiki and mirrored here. Read the original. Upstream last updated 2026-08-03; fetched 2026-10-19 by this site.