LogiQAte - Obfus Direction Sense: leaderboard

Direction-sense puzzles from LogiQAte (Borah et al., 2026) padded with detours that cancel out, so the final position is unchanged but the path is longer. Exact-match accuracy in percent, zero-shot at temperature 0; higher is better.

Metric: Exact-match accuracy (%; direction puzzles padded with self-cancelling detours, zero-shot, temperature 0). Source: arxiv.org. Saturation forecast: Around February 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1O4 Mini45#354
2GPT-544#163
3Gemini 2.5 Pro41#262
4QwQ-32B37#909
5Gemma 3 27B (IT)17#1306
6Claude 3.7 Sonnet17#455
7GPT-4o14#741
8Claude Haiku 4.510#568
9GPT-4o Mini5#1627

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=logiqate-obfus-direction-sense · How It Works · Data refreshed daily, snapshot 2026-11-12.