Codex Results by Model
| # | Model | Run | Agent | Mode | Score | Eval | Tests | Est. cost | Calls | Wall | Evidence |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GPT 5.5 (xhigh) | 20260517T094700Z |
Codex /goal | Mini-SWE-compatible no internet | 83.9% | ok | 239/285 | $2.13 | 45 | 0.14h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 70.2% | ok | 200/285 | n/a | 26 | 0.11h | not exported |
Why Scores Differ
Official ProgramBench rows are the public mini-SWE-agent submissions. GoalBench rows are separate Codex /goal submissions. Same model label does not mean the same agent, prompt, tool loop, or generated implementation. A GoalBench row is resolved only when the ProgramBench-scored pass rate is exactly 100%.
GPT 5.5 (xhigh) · 20260517T094700Z
83.9% from 239/285 ProgramBench-scored tests. Raw public eval statuses: failure: 49, passed: 288, skipped: 5.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch, exact version/output mismatch.
27501e100bd6tests.test_complex_scenarios.test_local_replace (failure)27501e100bd6tests.test_error_handling.test_unexpected_eof (failure)27501e100bd6tests.test_error_handling.test_invalid_json_syntax (failure)27501e100bd6tests.test_replace_handling.test_replace_uses_replaced_version (failure)27501e100bd6tests.test_replace_handling.test_replace_without_update (failure)27501e100bd6tests.test_replace_handling.test_replace_with_update (failure)
GPT 5.5 (xhigh) · 20260518T232006Z
Public eval evidence has not been exported for this row yet.
Official ProgramBench Results by Model
| # | Model | Provider | Score | Cost | Calls |
|---|---|---|---|---|---|
| 1 | Claude Opus 4.6 | Anthropic | 98.2% | $1.18 | 85 |
| 2 | GPT 5.5 (high) | OpenAI | 90.5% | $1.93 | 28 |
| 3 | Claude Opus 4.7 (xhigh) | Anthropic | 87.0% | $3.05 | 96 |
| 4 | Gemini 3 Flash | 86.7% | $0.14 | 55 | |
| 5 | GPT 5.5 (xhigh) | OpenAI | 82.5% | $2.08 | 32 |
| 6 | GPT 5.5 | OpenAI | 82.5% | $0.85 | 15 |
| 7 | GPT 5.4 | OpenAI | 80.4% | $0.15 | 10 |
| 8 | Claude Opus 4.7 | Anthropic | 76.1% | $0.77 | 43 |
| 9 | Gemini 3.1 Pro | 73.7% | $0.77 | 48 | |
| 10 | Claude Sonnet 4.6 | Anthropic | 71.6% | $1.13 | 100 |
| 11 | Claude Haiku 4.5 | Anthropic | 54.7% | $0.53 | 108 |
| 12 | GPT 5.4 mini | OpenAI | 46.7% | $0.16 | 255 |
| 13 | GPT 5 mini | OpenAI | 1.4% | $0.02 | 16 |