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 | 86.6% | ok | 473/546 | $3.50 | 83 | 0.17h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 20.0% | ok | 109/546 | $3.48 | 60 | 0.21h | not exported |
| 3 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 17.8% | ok | 97/546 | $2.38 | 43 | 0.14h | 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
86.6% from 473/546 ProgramBench-scored tests. Raw public eval statuses: failure: 90, passed: 696, skipped: 1.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch.
aedc381a5a8dtests.test_config.test_config_invalid_yaml_logs_error_continues (failure)aedc381a5a8dtests.test_config_gaps.test_label_type_short_single_char_labels (failure)aedc381a5a8dtests.test_config_gaps.test_label_type_none_suppresses_labels (failure)aedc381a5a8dtests.test_edge_cases.test_testfilter_with_only_carriage_returns (failure)aedc381a5a8dtests.test_edge_cases.test_testfilter_empty_stdin (failure)aedc381a5a8dtests.test_core.test_test_command_with_short_flag (failure)
GPT 5.5 (xhigh) · 20260519T215046Z
Public eval evidence has not been exported for this row yet.
GPT 5.5 (xhigh) · 20260518T232006Z
17.8% from 97/546 ProgramBench-scored tests. Raw public eval statuses: failure: 584, passed: 202, skipped: 1.
Agent trace: 84 shell command(s), 56 executable-observation command(s), 12 build command(s), 2 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch.
7e3fefff015deval.tests.test_basic_invocation.TestTestFilterMode.test_testfilter_basic_pass (failure)7e3fefff015deval.tests.test_configuration.TestConfigurationLoading.test_config_from_cwd_yml (failure)7e3fefff015deval.tests.test_advanced_config.TestConfigFileFormats.test_yml_extension (failure)7e3fefff015deval.tests.test_configuration.TestConfigurationOptions.test_label_type_short (failure)7e3fefff015deval.tests.test_basic_invocation.TestTestFilterMode.test_testfilter_coverage_output (failure)7e3fefff015deval.tests.test_advanced_config.TestStyleCombinations.test_all_style_types (failure)
manifest · eval json · eval summary · agent summary · usage audit
Official ProgramBench Results by Model
| # | Model | Provider | Score | Cost | Calls |
|---|---|---|---|---|---|
| 1 | GPT 5.5 (high) | OpenAI | 88.1% | $3.00 | 54 |
| 2 | Claude Opus 4.7 (xhigh) | Anthropic | 87.4% | $16.10 | 232 |
| 3 | GPT 5.5 | OpenAI | 87.2% | $1.25 | 20 |
| 4 | Claude Opus 4.6 | Anthropic | 85.0% | $12.87 | 312 |
| 5 | Claude Opus 4.7 | Anthropic | 83.7% | $6.01 | 166 |
| 6 | Claude Sonnet 4.6 | Anthropic | 77.7% | $8.23 | 313 |
| 7 | Gemini 3 Flash | 59.2% | $0.36 | 120 | |
| 8 | Gemini 3.1 Pro | 56.6% | $1.48 | 121 | |
| 9 | GPT 5.4 | OpenAI | 54.4% | $0.26 | 10 |
| 10 | GPT 5.5 (xhigh) | OpenAI | 51.8% | $4.11 | 56 |
| 11 | Claude Haiku 4.5 | Anthropic | 48.7% | $1.04 | 156 |
| 12 | GPT 5.4 mini | OpenAI | 8.2% | $0.02 | 8 |
| 13 | GPT 5 mini | OpenAI | 6.4% | $0.02 | 14 |