GRIPS: leaderboard

The model answers German-language puzzle questions covering anagrams, hidden words, idioms, compound words and multi-step logic riddles. The published set holds 1,861 items across 96 mechanics, but the leaderboard is run on a held-out private set of unreleased items. An LLM judge compares each answer with the reference, accepting equivalent wording, and the score is the share judged correct; higher is better.

Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Around January 2027. 27 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.5 (xHigh)96.4#31 (GPT-5.5)
2GPT-5.5 (High)96.1#31 (GPT-5.5)
3GPT-5.595.9#31
4Gemini 3.5 Flash (High)94.8#60 (Gemini 3.5 Flash)
5Claude Opus 4.8 (High)93.7#37 (Claude Opus 4.8)
6GPT-5.5 (Low)93.6#31 (GPT-5.5)
7DeepSeek V4 Pro (Reasoning)92.9#102 (DeepSeek V4 Pro)
8Claude Sonnet 4.6 (High)92.6#90 (Claude Sonnet 4.6)
9Gemini 3.5 Flash (Low)91.6#60 (Gemini 3.5 Flash)
10DeepSeek V4 Flash (Reasoning)88.2#137 (DeepSeek V4 Flash)
11GPT-5.4 Mini (High)85.9#212 (GPT-5.4 Mini)
12Mistral Medium 3.5 (High)79.2#353 (Mistral Medium 3.5)
13GPT-5.4 Mini (Low)73.8#212 (GPT-5.4 Mini)
14Mistral Medium 3.559#353
15Claude Haiku 4.552.7#280

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=grips · How It Works · Data refreshed daily, snapshot 2026-10-20.