codex-cli · fast
CODEX-CLI

codex-gpt-5.4-mini

OpenAI GPT-5.4 mini (ChatGPT Plus)

⚖ COMPARE MODELS
VALS INDEX
66.7%
Accuracy
VALS INDEX
12.4s
Latency (median)
$VALS INDEX
$0.4561
Cost / Test (1P-est)
SCORE STATUSscored
TEST SETS10
RECORDED TRIALS100
CUSTOM PASS60%

Industry benchmarks

Accuracyattempts · responded
GPQA_DIAMOND GPQA Diamond
66.7%
30 attempts · 22 responded
Industry benchmark Bars = accuracy %, black cap = that score

Custom 9-task suite

Mean /5n=trials
CUSTOM agentic_prompt
5.00
10 trials
CUSTOM json_strict
5.00
5 trials
CUSTOM reasoning_multistep
5.00
5 trials
CUSTOM agentic_tool_use
4.60
5 trials
CUSTOM summarize
4.50
10 trials
CUSTOM code_debug -
2.40
10 trials
CUSTOM refactor_existing_code -
2.20
5 trials
CUSTOM code_gen_long
1.80
10 trials
CUSTOM creative_write
1.50
10 trials
Custom suite · scored 0–5 by consensus (m3 + Fable-5) ★ = task scored a 5 at least once · sorted by mean score

Cross-judge validation

m3 vs Fable-5 Δ

No judge bias detected on this model — m3 and Fable-5 agree across all tasks.

Per-task distribution

Score

All trials on this page were run through the harness. Industry suites use deterministic family-specific reference graders (no LLM judge). The custom suite is graded by consensus of minimax-m3 + claude-fable-5. See /industry/ for the full benchmark suite.