EthIQ: Ethereum protocol knowledge benchmark

Machine-readable data behind this page: /api/overview?refusals=fallback (JSON). How to query EthIQ: /llms.txt.

Leaderboard

Ranked by pass rate. Filters: refusals=fallback. Questions in scope: 376. Models without full coverage of these questions are omitted unless include_partial=true.

RankModel IDModelLabEffortPromptPass rate95% CIQuestionsAvg cost/question
1gpt-5.3-codex-xhighgpt-5.3-codexopenaixhighbare81.4%77.1% to 85.0%376$0.1761
2gpt-5.3-codex-highgpt-5.3-codexopenaihighbare79.5%75.2% to 83.3%376$0.0993
3gpt-5.4-xhighgpt-5.4openaixhighbare76.9%72.3% to 80.8%376$0.1722
4gpt-5.3-codex-mediumgpt-5.3-codexopenaimediumbare70.7%66.0% to 75.1%376$0.0375