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 | 67.6% | ok | 551/815 | $5.82 | 101 | 0.30h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 53.0% | ok | 432/815 | $4.21 | 63 | 0.22h | not exported |
| 3 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 52.9% | ok | 431/815 | $3.05 | 59 | 0.17h | 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
67.6% from 551/815 ProgramBench-scored tests. Raw public eval statuses: failure: 265, passed: 703, skipped: 4.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch.
5abb696a5d96eval.tests.test_basic_invocation.test_no_args (failure)5abb696a5d96eval.tests.test_config_handling.test_config_nonexistent_path (failure)5abb696a5d96eval.tests.test_dump_subcommand.test_dump_no_extra_args (failure)5abb696a5d96eval.tests.test_config_handling.test_config_invalid_toml (failure)5abb696a5d96eval.tests.test_check_subcommand.test_check_nonexistent_file (failure)5abb696a5d96eval.tests.test_edge_cases.test_stdin_empty (failure)
GPT 5.5 (xhigh) · 20260519T215046Z
Public eval evidence has not been exported for this row yet.
GPT 5.5 (xhigh) · 20260518T232006Z
52.9% from 431/815 ProgramBench-scored tests. Raw public eval statuses: failure: 390, passed: 578, skipped: 4.
Agent trace: 68 shell command(s), 48 executable-observation command(s), 6 build command(s), 2 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch.
5abb696a5d96eval.tests.test_basic_invocation.test_no_args (failure)5abb696a5d96eval.tests.test_check_subcommand.test_check_stdin_mode (failure)5abb696a5d96eval.tests.test_config_handling.test_config_nonexistent_path (failure)5abb696a5d96eval.tests.test_dump_subcommand.test_dump_no_extra_args (failure)5abb696a5d96eval.tests.test_config_handling.test_config_invalid_toml (failure)5abb696a5d96eval.tests.test_edge_cases.test_fix_stdin_no_issues (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 | 69.0% | $9.28 | 83 |
| 2 | GPT 5.5 (high) | OpenAI | 65.2% | $4.29 | 48 |
| 3 | GPT 5.5 | OpenAI | 62.1% | $1.19 | 18 |
| 4 | Claude Opus 4.7 | Anthropic | 42.8% | $3.28 | 89 |
| 5 | Claude Opus 4.7 (xhigh) | Anthropic | 40.7% | $6.92 | 142 |
| 6 | Gemini 3 Flash | 30.8% | $0.20 | 51 | |
| 7 | Gemini 3.1 Pro | 29.3% | $1.18 | 60 | |
| 8 | GPT 5.4 | OpenAI | 25.4% | $0.30 | 11 |
| 9 | GPT 5.4 mini | OpenAI | 24.0% | $0.02 | 8 |
| 10 | GPT 5 mini | OpenAI | 21.7% | $0.01 | 18 |
| 11 | Claude Opus 4.6 | Anthropic | 11.3% | $14.17 | 282 |
| 12 | Claude Sonnet 4.6 | Anthropic | 11.3% | $24.17 | 391 |
| 13 | Claude Haiku 4.5 | Anthropic | 0.0% | $0.94 | 140 |