IKEA-Bench (Text Only) - Progress Tracking: leaderboard
Metric: Accuracy (%) of progress tracking (locate the current step shown in video among all manual step diagrams of the product, four-way multiple choice; 334 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 June 2028. 17 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.5 27B | 47.3 |
| 2 | Qwen 3.5 9B | 42.8 |
| 3 | Qwen 3.5 2B | 34.7 |
| 4 | Gemma 3 27B | 34.4 |
| 5 | GLM-4.1V-9B (Thinking) | 33.8 |
| 6 | Qwen 2.5 VL 7B | 32 |
| 7 | Gemma 3 12B | 31.4 |
| 8 | Gemma 3 4B | 24.9 |
Interactive version: theaggregate.ai/benchmark?slug=ikea-bench-text-only-progress-tracking · How It Works · Data refreshed daily, snapshot 2026-10-07.