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Case file · GenLayer · Studionet

FINALIZEDSWE-bench Verified

Matched SWE-bench Verified

Opus 4.1 scores 72.4 vs 54.6 for GPT-4.1 under identical harness, temperature 0, one retry.

Insufficient

The score is not backed by enough methodology or artifacts.

01 · What was claimed

The published sentence

Model A
Claude Opus 4.1 · 2026-02-19
Model B / baseline
GPT-4.1 · gpt-4.1-2025-04-14
Benchmark
SWE-bench Verified · verified-500-2025-03-15
Evaluation date
2026-03-02
Metric
resolved %
Reported result
72.4 vs 54.6
Claimant
0x427cd9730F79901A3A30cb89cCC2D6B9480DF076
Published
2026-09-12T01:32:07.000Z

Methodology

Identical OpenHands harness, temperature 0, retries 1, matched prompts, failed runs unresolved.

Retries

1 vs 1

Temperature

— vs —

Tools

— vs —

Prompts

matched

System prompts

undisclosed

Sample

undisclosed

02 · What evidence was provided

Off-chain artifacts, on-chain hashes

Large files are not stored in the Intelligent Contract. The contract holds canonical hashes and references. The index below is the case file.

03 · What was challenged

Public review

  1. Challenge 01 · Reproducibility problem

    Need raw trajectories

    The claim is otherwise matched; requesting the raw CSV for independent audit.

    0x6a5e0671B32b612B73CeF368DADD2780eE5B4D69

04 · What was decided

Verdict

Insufficientmedium confidenceGenLayer consensus

Scores and matched-conditions claim are stated but raw results, trajectories or full logs are absent; only harness reference is supplied.

Key findings

  • Benchmark, versions and stated parameters (temp 0, 1 retry, matched prompts) are disclosed
  • Single evidence item is harness URI only; no raw CSV, per-instance outcomes or logs
  • Open challenge explicitly requests raw trajectories for reproducibility audit

Material issues

  • Absence of raw results prevents independent verification of reported 72.4 vs 54.6

Limitations

  • Evaluation cannot confirm exact numerical match or exclusion policy without artifacts

05 · Verification

On-chain identifiers

Claim id
onchain-1
On-chain id
1
Network
studionet · chain 61999
Tx state
finalized
Transaction

Off-chain rows never override a finalized on-chain verdict. Seeded case files illustrate the rubric; live GenLayer consensus is marked explicitly. Open contract in Studio · Live evaluation tx