Modality: llm_chat · full deep dive — every ranked model, test result, and artifact.
Ranked by confidence-adjusted score (single/zero-sample, non-curated scores floored; curated empirical scores trusted as-is).
| # | Model | Provider | Adj. Score | Raw | Evidence |
|---|---|---|---|---|---|
| 1 | claude-sonnet-4-6 | anthropic | 0.920 | 0.920 | curated |
| 2 | claude-opus-4-6 | anthropic | 0.840 | 0.840 | curated |
| 3 | deepseek-reasoner | deepseek | 0.700 | 0.700 | curated |
| 4 | gpt-5.5::think=fast | codex | 0.525 | 0.963 | n=6 |
| 5 | gpt-5.5::think=deep | codex | 0.525 | 0.963 | n=6 |
| 6 | gpt-5.3-codex-spark::think=deep | codex | 0.382 | 0.700 | n=6 |
| 7 | gpt-5.4::think=fast | codex | 0.334 | 0.612 | n=6 |
| 8 | gpt-5.4::think=deep | codex | 0.334 | 0.612 | n=6 |
| 9 | codex-auto-review | codex | 0.286 | 0.525 | n=6 |
| 10 | gpt-5.3-codex-spark::think=fast | codex | 0.286 | 0.525 | n=6 |
| 11 | gpt-5.4 | codex | 0.000 | 0.000 | n=50 |
| 12 | gpt-5.5 | codex | 0.000 | 0.000 | n=50 |
| 13 | gpt-5.3-codex-spark | codex | 0.000 | 0.000 | n=50 |
No benchmark outputs recorded for this niche yet.