BlogLLM Benchmark Scores as Published, Side by Side
RealWorldQA: Results as Published
Every result the catalog holds for RealWorldQA: 19 models from 5 developers, read from 6 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 xAIIntroduced 2024Data version 2026103001, as of 2026-10-30
RealWorldQA tests basic real-world spatial understanding in multimodal models. The test split has 765 rows, each pairing one image with one question and a short answer; the initial release has over 700 images, some taken from vehicles and others from real-world photos. Questions cover items such as traffic lights, lane layout, object counts, relative position and size. Most questions are multiple choice and the rest are open-ended, with a single word or number as the answer; the dataset card does not describe how answers are scored.
RealWorldQA
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.2OpenAI, released 2025-12-11 | 83.3% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| GPT-5 miniOpenAI, released 2025-08-07 | 79% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 73.9% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page | Effort: max |
| Claude Opus 4.5Anthropic, released 2025-11-24 | 77% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page | - |
| Claude Sonnet 4.5Anthropic, released 2025-09-29 | 70.3% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page | - |
| Gemma 4 26B A4BGoogle, released 2026-04-02 | 72.2% | Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15 | - |
| Gemma 4 31BGoogle, released 2026-04-02 | 72.3% | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page | - |
| Gemini 3 ProGoogle, released 2025-11-18 | 83.3% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15 | - |
| Qwen3.7-PlusAlibaba, released 2026-06-01 | 86.9% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.6-27BAlibaba, released 2026-04-22 | 84.1% | Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.6-35B-A3BAlibaba, released 2026-04-16 | 85.3% | Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 85.1% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 83.7% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 2 more pages | - |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 84.1% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.5-397B-A17BAlibaba, released 2026-02-16 | 83.9% | Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3-VL-235B-A22BAlibaba, released 2025-09-23 | 81.3% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.8-27BAlibaba | 85.9% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page | - |
| Qwen3.8-Flash-NextAlibaba | 88.5% | Alibaba, Qwen3.8-Flash-Next model cardchecked 2026-10-15 | - |
| Kimi K2.5Moonshot AI, released 2026-01-27 | 81% | Alibaba, Qwen3.5-397B-A17B 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.