BlogLLM Benchmark Scores as Published, Side by Side
SWE-MM: Results as Published
Every result the catalog holds for SWE-MM: 4 models from 2 developers, read from 1 page. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Agentic CodingMaintainer SWE-bench team (first author John Yang), per the arXiv listingIntroduced 2024Data version 2026103001, as of 2026-10-30
SWE-bench Multimodal, which the paper abbreviates as SWE-bench M, tests whether an autonomous software engineering system can fix bugs in visual, user-facing JavaScript software. Each task instance includes at least one image in its problem statement or unit tests. The paper reports 617 task instances in its abstract and 619 in its body and conclusion, drawn from 17 JavaScript libraries used for web interface design, diagramming, data visualization, syntax highlighting and interactive mapping. A task instance counts as resolved when all unit tests pass, and the main metric is the percentage of resolved instances.
SWE-MM
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Claude Opus 4.6Anthropic, released 2026-02-05 | 27.1% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Effort: max; Harness: Claude Code |
| Qwen3.7-PlusAlibaba, released 2026-06-01 | 30% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Harness: Claude Code |
| Qwen3.6-27BAlibaba, released 2026-04-22 | 25.7% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Harness: Claude Code |
| Qwen3.8-27BAlibaba | 38.6% | Alibaba, Qwen3.8-27B model cardchecked 2026-10-15 | Harness: Claude Code |
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.