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 | 82.2% | ok | 996/1212 | $3.77 | 75 | 0.21h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 80.3% | ok | 973/1212 | $3.44 | 62 | 0.19h | manifest · eval json · eval summary · agent summary · usage audit |
| 3 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 79.2% | ok | 960/1212 | $3.83 | 72 | 0.20h | 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
82.2% from 996/1212 ProgramBench-scored tests. Raw public eval statuses: error: 26, failure: 269, passed: 1047, skipped: 165.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch.
c88ecf8e564feval.tests.test_flag_combinations.test_python_all_aliases (failure)c88ecf8e564feval.tests.test_language_aliases.test_python_aliases (failure)
GPT 5.5 (xhigh) · 20260518T232006Z
80.3% from 973/1212 ProgramBench-scored tests. Raw public eval statuses: error: 26, failure: 295, passed: 1021, skipped: 165.
Agent trace: 165 shell command(s), 135 executable-observation command(s), 9 build command(s), 2 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch.
c88ecf8e564feval.tests.test_detection_comprehensive.test_detect_python_by_import (failure)c88ecf8e564feval.tests.test_detection_comprehensive.test_python_specific_syntax_detection (failure)c88ecf8e564feval.tests.test_error_handling.test_code_and_file_conflict (failure)c88ecf8e564feval.tests.test_detection_comprehensive.test_bash_specific_syntax_detection (failure)c88ecf8e564feval.tests.test_flag_combinations.test_python_all_aliases (failure)c88ecf8e564feval.tests.test_language_detection.test_python_syntax_detection (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 | Claude Opus 4.7 (xhigh) | Anthropic | 88.0% | $19.96 | 282 |
| 2 | Claude Sonnet 4.6 | Anthropic | 85.2% | $32.29 | 669 |
| 3 | Claude Opus 4.6 | Anthropic | 85.1% | $14.72 | 342 |
| 4 | GPT 5.5 (xhigh) | OpenAI | 84.4% | $6.28 | 78 |
| 5 | GPT 5.5 (high) | OpenAI | 80.8% | $3.33 | 44 |
| 6 | Claude Opus 4.7 | Anthropic | 73.2% | $1.91 | 73 |
| 7 | GPT 5.5 | OpenAI | 72.6% | $0.82 | 14 |
| 8 | GPT 5.4 | OpenAI | 69.8% | $0.21 | 11 |
| 9 | Gemini 3.1 Pro | 58.5% | $3.42 | 156 | |
| 10 | Gemini 3 Flash | 54.5% | $0.26 | 85 | |
| 11 | Claude Haiku 4.5 | Anthropic | 42.3% | $0.32 | 104 |
| 12 | GPT 5.4 mini | OpenAI | 37.6% | $0.03 | 18 |
| 13 | GPT 5 mini | OpenAI | 1.7% | $0.03 | 16 |