BlogLLM Benchmark Scores as Published, Side by Side
FullStackBench: Results as Published
Every result the catalog holds for FullStackBench: 6 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 Code GenerationMaintainer ByteDance Seed Foundation Code Team (Siyao Liu and co-authors)Introduced 2024Data version 2026103001, as of 2026-10-30
FullStack Bench tests whether a model can write code for full-stack programming work, not only short algorithm problems. It has 3,374 problems in 16 programming languages, and each problem exists in both Chinese and English (1,687 each), across domains such as basic programming, data analysis, software engineering, mathematics, and machine learning. Each item includes a question, unit tests, a reference solution, and labels. A sandbox runs the tests, and the reported score is the pass rate, including test Pass@1.
FullStackBench en
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5 miniOpenAI, released 2025-08-07 | 30.6% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| gpt-oss-120bOpenAI, released 2025-08-05 | 58.9% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 62.6% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 60.1% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 58.1% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3-235B-A22BAlibaba, released 2025-04-29 | 61.1% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
FullStackBench zh
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5 miniOpenAI, released 2025-08-07 | 35.2% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| gpt-oss-120bOpenAI, released 2025-08-05 | 60.4% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 58.7% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-27BAlibaba, released 2026-02-24 | 57.4% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3.5-35B-A3BAlibaba, released 2026-02-24 | 55% | Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15 | - |
| Qwen3-235B-A22BAlibaba, released 2025-04-29 | 63.1% | 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.