IKEA-Bench (Text Only) - Instruction Comprehension: leaderboard
Metric: Accuracy (%) of instruction comprehension diagnostic (order three consecutive manual step diagrams, four-way multiple choice; 65 questions; chance 25) on IKEA-Bench, wordless IKEA manual diagrams against real assembly video from 29 products, Text Only setting (diagram images replaced by text descriptions), zero-shot greedy decoding, unparsed answers counted wrong; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 17 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 27B | 95.4 |
| 2 | Qwen 3.5 9B | 78.5 |
| 3 | Gemma 3 27B | 78.5 |
| 4 | GLM-4.1V-9B (Thinking) | 76.9 |
| 5 | Qwen 2.5 VL 7B | 72.3 |
| 6 | Gemma 3 12B | 60 |
| 7 | Qwen 3.5 2B | 43.1 |
| 8 | Gemma 3 4B | 21.5 |
Interactive version: theaggregate.ai/benchmark?slug=ikea-bench-text-only-instruction-comprehension · How It Works · Data refreshed daily, snapshot 2026-10-07.