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 | 88.8% | ok | 1050/1182 | $4.00 | 85 | 0.25h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 81.9% | ok | 968/1182 | $2.55 | 48 | 0.17h | manifest · eval json · eval summary · agent summary · usage audit |
| 3 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 74.5% | ok | 881/1182 | $3.35 | 57 | 0.19h | 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
88.8% from 1050/1182 ProgramBench-scored tests. Raw public eval statuses: failure: 133, passed: 1183, skipped: 1.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch, exact version/output mismatch, interactive terminal behavior mismatch.
e75089074c1atests.test_basic.test_no_arguments (failure)e75089074c1atests.test_edge_cases.test_conflicting_slice_options (failure)e75089074c1atests.test_index.test_index_with_output (failure)8b960294e03btests.test_basic_invocation.test_no_arguments (failure)8b960294e03btests.test_cat.test_cat_help (failure)8b960294e03btests.test_count.test_count_help (failure)
GPT 5.5 (xhigh) · 20260518T232006Z
81.9% from 968/1182 ProgramBench-scored tests. Raw public eval statuses: error: 1, failure: 218, passed: 1097, skipped: 1.
Agent trace: 40 shell command(s), 27 executable-observation command(s), 5 build command(s), 1 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch, exact version/output mismatch.
e75089074c1atests.test_basic.test_no_arguments (failure)e75089074c1atests.test_basic.test_invalid_command (failure)e75089074c1atests.test_edge_cases.test_invalid_delimiter (failure)e75089074c1atests.test_edge_cases.test_conflicting_slice_options (failure)e75089074c1atests.test_frequency.test_frequency_no_nulls (failure)e75089074c1atests.test_index.test_index_with_output (failure)
manifest · eval json · eval summary · agent summary · usage audit
GPT 5.5 (xhigh) · 20260519T215046Z
Public eval evidence has not been exported for this row yet.
Official ProgramBench Results by Model
| # | Model | Provider | Score | Cost | Calls |
|---|---|---|---|---|---|
| 1 | GPT 5.5 (xhigh) | OpenAI | 90.7% | $11.17 | 93 |
| 2 | GPT 5.5 (high) | OpenAI | 87.1% | $2.70 | 40 |
| 3 | Claude Opus 4.7 (xhigh) | Anthropic | 85.8% | $24.54 | 350 |
| 4 | Claude Opus 4.6 | Anthropic | 82.7% | $17.25 | 288 |
| 5 | Claude Opus 4.7 | Anthropic | 82.0% | $4.51 | 106 |
| 6 | Claude Sonnet 4.6 | Anthropic | 80.6% | $15.53 | 367 |
| 7 | GPT 5.5 | OpenAI | 77.2% | $1.18 | 21 |
| 8 | GPT 5.4 | OpenAI | 65.6% | $0.32 | 8 |
| 9 | Gemini 3 Flash | 39.6% | $0.33 | 97 | |
| 10 | Gemini 3.1 Pro | 32.2% | $1.10 | 78 | |
| 11 | GPT 5.4 mini | OpenAI | 6.3% | $0.02 | 11 |
| 12 | GPT 5 mini | OpenAI | 2.7% | $0.03 | 18 |
| 13 | Claude Haiku 4.5 | Anthropic | 0.0% | $0.89 | 137 |