IKEA-Bench (Text Only) - Step Recognition: leaderboard
Metric: Accuracy (%) of four-way multiple-choice step recognition (match the video frames of one assembly step to one of four wordless manual diagrams, distractors from adjacent steps; 320 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: Around September 2027. 17 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 27B | 54.4 |
| 2 | Qwen 3.5 9B | 45.9 |
| 3 | GLM-4.1V-9B (Thinking) | 43.1 |
| 4 | Gemma 3 27B | 42.2 |
| 5 | Qwen 2.5 VL 7B | 39.4 |
| 6 | Gemma 3 12B | 36.9 |
| 7 | Qwen 3.5 2B | 33.1 |
| 8 | Gemma 3 4B | 32.2 |
Interactive version: theaggregate.ai/benchmark?slug=ikea-bench-text-only-step-recognition · How It Works · Data refreshed daily, snapshot 2026-10-07.