Codex Results by Model
| # | Model | Run | Agent | Mode | Score | Eval | Tests | Est. cost | Calls | Wall | Evidence |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 78.5% | ok | 448/571 | $4.88 | 55 | 0.22h | not exported |
| 2 | GPT 5.5 (xhigh) | 20260517T094700Z |
Codex /goal | Mini-SWE-compatible no internet | 76.9% | ok | 439/571 | $3.32 | 36 | 0.16h | manifest · eval json · eval summary · usage audit |
| 3 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 76.4% | ok | 436/571 | $5.10 | 59 | 0.18h | 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) · 20260519T215046Z
Public eval evidence has not been exported for this row yet.
GPT 5.5 (xhigh) · 20260517T094700Z
76.9% from 439/571 ProgramBench-scored tests. Raw public eval statuses: failure: 293, passed: 556, skipped: 4.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch.
ab87cc3978a9eval.tests.test_edge_cases.test_malformed_json_highlight_lines (failure)ab87cc3978a9eval.tests.test_input_sources.test_from_code_stdin (failure)ab87cc3978a9eval.tests.test_output_destinations.test_output_raw_to_stdout (failure)df37316a82f6tests.test_configuration.test_silent_mode_with_first_run_shows_info (failure)df37316a82f6tests.test_config_gaps.test_solid_background_color_string (failure)df37316a82f6tests.test_configuration.test_custom_config_file_with_config_flag (failure)
GPT 5.5 (xhigh) · 20260518T232006Z
76.4% from 436/571 ProgramBench-scored tests. Raw public eval statuses: error: 1, failure: 296, passed: 552, skipped: 4.
Agent trace: 139 shell command(s), 106 executable-observation command(s), 4 build command(s), 2 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch.
ab87cc3978a9eval.tests.test_additional_coverage.test_svg_output_with_options (failure)ab87cc3978a9eval.tests.test_additional_coverage.test_all_code_options_combined (failure)ab87cc3978a9eval.tests.test_additional_coverage.test_scale_factor_one (failure)ab87cc3978a9eval.tests.test_comprehensive_coverage.test_scale_factors (failure)ab87cc3978a9eval.tests.test_configuration.test_config_with_all_options (failure)ab87cc3978a9eval.tests.test_configuration.test_config_file_auto_created (failure)
manifest · eval json · eval summary · agent summary · usage audit
Official ProgramBench Results by Model
| # | Model | Provider | Score | Cost | Calls |
|---|---|---|---|---|---|
| 1 | GPT 5.5 (xhigh) | OpenAI | 82.7% | $7.25 | 63 |
| 2 | GPT 5.5 (high) | OpenAI | 79.0% | $3.04 | 34 |
| 3 | GPT 5.4 | OpenAI | 75.7% | $0.79 | 11 |
| 4 | Gemini 3.1 Pro | 69.7% | $1.40 | 83 | |
| 5 | GPT 5.4 mini | OpenAI | 62.5% | $0.08 | 41 |
| 6 | GPT 5.5 | OpenAI | 59.4% | $0.69 | 15 |
| 7 | Claude Haiku 4.5 | Anthropic | 51.0% | $0.49 | 86 |
| 8 | Claude Opus 4.7 | Anthropic | 47.1% | $1.88 | 54 |
| 9 | Gemini 3 Flash | 29.2% | $0.51 | 116 | |
| 10 | GPT 5 mini | OpenAI | 8.7% | $0.01 | 9 |
| 11 | Claude Opus 4.7 (xhigh) | Anthropic | 7.5% | $4.86 | 120 |
| 12 | Claude Opus 4.6 | Anthropic | 7.4% | $8.54 | 172 |
| 13 | Claude Sonnet 4.6 | Anthropic | 7.4% | $20.92 | 395 |