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 | 72.9% | ok | 366/502 | $4.61 | 79 | 0.21h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 36.3% | ok | 182/502 | $4.01 | 71 | 0.20h | manifest · eval json · eval summary · agent summary · usage audit |
| 3 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 30.9% | ok | 155/502 | $2.89 | 56 | 0.17h | 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
72.9% from 366/502 ProgramBench-scored tests. Raw public eval statuses: failure: 154, passed: 410.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch, exact version/output mismatch.
f5ab65c66ad6eval.tests.test_extraction_features.test_aws_long_flag (failure)61d5d5110768tests.test_extraction_basic.test_no_extraction_flags_shows_first_match_all_types (failure)61d5d5110768tests.test_extraction_extended.test_google_keys_from_file (failure)61d5d5110768tests.test_extraction_extended.test_phone_numbers_from_file (failure)61d5d5110768tests.test_extraction_basic.test_email_in_log_context_suppress_stdin_msg (failure)61d5d5110768tests.test_extraction_basic.test_email_tld_length_restrictions (failure)
GPT 5.5 (xhigh) · 20260518T232006Z
36.3% from 182/502 ProgramBench-scored tests. Raw public eval statuses: failure: 338, passed: 226.
Agent trace: 185 shell command(s), 159 executable-observation command(s), 10 build command(s), 2 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch, interactive terminal behavior mismatch.
f5ab65c66ad6eval.tests.test_additional_coverage.test_aws_key_formats (failure)f5ab65c66ad6eval.tests.test_additional_coverage.test_credit_card_various_formats (failure)f5ab65c66ad6eval.tests.test_edge_cases.test_very_long_line (failure)f5ab65c66ad6eval.tests.test_additional_coverage.test_phone_various_formats (failure)f5ab65c66ad6eval.tests.test_additional_coverage.test_mac_various_formats (failure)f5ab65c66ad6eval.tests.test_additional_coverage.test_drop_filter_on_same_content (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 | GPT 5.5 (xhigh) | OpenAI | 80.7% | $6.08 | 69 |
| 2 | GPT 5.5 (high) | OpenAI | 77.1% | $2.24 | 31 |
| 3 | Claude Opus 4.7 (xhigh) | Anthropic | 76.1% | $17.05 | 263 |
| 4 | Claude Opus 4.6 | Anthropic | 74.3% | $13.45 | 345 |
| 5 | Gemini 3 Flash | 73.3% | $0.30 | 112 | |
| 6 | Claude Opus 4.7 | Anthropic | 72.1% | $8.64 | 213 |
| 7 | GPT 5.5 | OpenAI | 70.1% | $0.91 | 14 |
| 8 | Claude Sonnet 4.6 | Anthropic | 69.1% | $13.76 | 462 |
| 9 | Gemini 3.1 Pro | 44.8% | $1.08 | 71 | |
| 10 | GPT 5.4 | OpenAI | 39.8% | $0.20 | 9 |
| 11 | Claude Haiku 4.5 | Anthropic | 35.7% | $0.67 | 88 |
| 12 | GPT 5 mini | OpenAI | 27.5% | $0.03 | 21 |
| 13 | GPT 5.4 mini | OpenAI | 3.0% | $0.05 | 12 |