DexHoldem Agentic Perception: leaderboard

Metric: Strict problem accuracy (%; every applicable field of the parsed game state must be correct; 36 tabletop states from real games, mean of three runs; the perceiver parses the image with its harness at a medium thinking budget). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 8 models tracked.

Top models

#ModelScore
1Claude Opus 4.7 (Claude Code, Medium)34.3
2GPT-5.5 (Codex, Medium)31.5
3GPT-5.4 (Codex, Medium)31.5
4GPT-5.4 mini (Codex, Medium)25.9
5Claude Sonnet 4.6 (Claude Code, Medium)25
6Gemini 3 Flash (Gemini CLI, Medium)20.4
7Claude Haiku 4.5 (Claude Code, Medium)13.9
8Gemini 3.1 Flash-Lite (Gemini CLI, Medium)10.2

Interactive version: theaggregate.ai/benchmark?slug=dexholdem-agentic-perception · How It Works · Data refreshed daily, snapshot 2026-09-26.