BlogLLM Benchmark Scores as Published, Side by Side
VLMs are Blind: Results as Published
Every result the catalog holds for VLMs are Blind: 9 models from 4 developers, read from 2 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Multimodal UnderstandingMaintainer Pooyan Rahmanzadehgervi and co-authors (Auburn University and University of Alberta)Introduced 2024Data version 2026103001, as of 2026-10-30
VLMs are Blind, also called BlindTest, checks low-level vision that a person can settle at a glance. The project page lists seven tasks: counting how many times two lines meet, judging whether two circles touch or overlap, naming the circled letter in a word, counting overlapping shapes, counting nested squares, counting cells in a grid, and following a path on a subway-style map. Each item has a fixed set of possible answers. The reported result is accuracy on a task, and the page also prints a mean across the seven tasks.
VLMs are Blind
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5 miniOpenAI, released 2025-08-07 | 75.8% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Claude Sonnet 4.5Anthropic, released 2025-09-29 | 85.5% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Gemma 4 31BGoogle, released 2026-04-02 | 87.2% | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15 | - |
| Qwen3.6-27BAlibaba, released 2026-04-22 | 97% | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15 | - |
| Qwen3.6-35B-A3BAlibaba, released 2026-04-16 | 96.6% | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 96.7% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 96.9% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 97% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3-VL-235B-A22BAlibaba, released 2025-09-23 | 79.5% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.