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 | 12.0% | ok | 144/1201 | $6.39 | 112 | 0.32h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 8.3% | ok | 100/1201 | $6.14 | 83 | 0.30h | not exported |
| 3 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 7.2% | ok | 87/1201 | $4.04 | 56 | 0.24h | manifest · eval json · eval summary · agent summary · usage audit |
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
12.0% from 144/1201 ProgramBench-scored tests. Raw public eval statuses: failure: 1117, passed: 181.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch, exact version/output mismatch.
ad3448d10aa5eval.tests.test_advanced_features.test_function_with_no_params (failure)ad3448d10aa5eval.tests.test_advanced_features.test_string_indexing (failure)ad3448d10aa5eval.tests.test_commands.test_command_with_variable (failure)ad3448d10aa5eval.tests.test_comprehensive_coverage.test_sorting (failure)ad3448d10aa5eval.tests.test_basic_invocation.test_invalid_flag (failure)ad3448d10aa5eval.tests.test_command_features.test_command_multiple_commands (failure)
GPT 5.5 (xhigh) · 20260519T215046Z
Public eval evidence has not been exported for this row yet.
GPT 5.5 (xhigh) · 20260518T232006Z
7.2% from 87/1201 ProgramBench-scored tests. Raw public eval statuses: failure: 1169, passed: 129.
Agent trace: 134 shell command(s), 94 executable-observation command(s), 16 build command(s), 1 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch, exact version/output mismatch.
ad3448d10aa5eval.tests.test_commands.test_command_with_numbers (failure)ad3448d10aa5eval.tests.test_advanced_features.test_string_indexing (failure)ad3448d10aa5eval.tests.test_comprehensive_coverage.test_dict_operations (failure)ad3448d10aa5eval.tests.test_basic_invocation.test_invalid_flag (failure)ad3448d10aa5eval.tests.test_commands.test_command_with_variable (failure)ad3448d10aa5eval.tests.test_advanced_features.test_string_length (failure)
manifest · eval json · eval summary · agent summary · usage audit
Official ProgramBench Results by Model
| # | Model | Provider | Score | Cost | Calls |
|---|---|---|---|---|---|
| 1 | Claude Opus 4.6 | Anthropic | 83.3% | $16.84 | 374 |
| 2 | Claude Sonnet 4.6 | Anthropic | 76.6% | $67.34 | 1,000 |
| 3 | GPT 5.5 (high) | OpenAI | 68.2% | $5.33 | 56 |
| 4 | Claude Opus 4.7 (xhigh) | Anthropic | 37.2% | $2.15 | 57 |
| 5 | Claude Opus 4.7 | Anthropic | 15.7% | $0.75 | 28 |
| 6 | Gemini 3.1 Pro | 15.1% | $1.01 | 61 | |
| 7 | GPT 5.5 | OpenAI | 13.1% | $1.83 | 33 |
| 8 | Gemini 3 Flash | 8.7% | $0.48 | 158 | |
| 9 | GPT 5.4 mini | OpenAI | 8.4% | $0.03 | 19 |
| 10 | GPT 5 mini | OpenAI | 6.9% | $0.03 | 12 |
| 11 | GPT 5.4 | OpenAI | 6.2% | $0.23 | 10 |
| 12 | Claude Haiku 4.5 | Anthropic | 4.6% | $0.72 | 87 |
| 13 | GPT 5.5 (xhigh) | OpenAI | 0.8% | $15.30 | 119 |