BlogLLM Benchmark Scores as Published, Side by Side

SWE-bench Pro: Results as Published

Every result the catalog holds for SWE-bench Pro: 67 models from 13 developers, read from 36 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 Agentic CodingMaintainer Scale AI (Scale Labs)Introduced 2025Data version 2026103001, as of 2026-10-30

SWE-Bench Pro tests AI agents on realistic, long-horizon software engineering tasks in real codebases, often requiring multi-file patches that a professional engineer might take hours or days to finish. It has 1,865 problems from 41 actively maintained repositories, split into a public set, a held-out set and a commercial set from startup partners. Results are reported as Pass@1 under a unified scaffold, and a patch counts only if it passes the verifying tests.

SWE-Bench Pro

ModelValuePrinted bySetup as printed
GPT-5.6 LunaOpenAI, released 2026-07-0962.7%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 2 more pages-
GPT-5.6 SolOpenAI, released 2026-07-0964.6%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15; printed on 3 more pages-
GPT-5.6 TerraOpenAI, released 2026-07-0963.4%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.5OpenAI, released 2026-04-2358.6%OpenAI, Introducing GPT-5.5checked 2026-10-15; printed on 7 more pagesEffort: xhigh
GPT-5.4 miniOpenAI, released 2026-03-1754.4%OpenAI, Introducing GPT-5.4 mini and nanochecked 2026-10-15; printed on 1 more pageEffort: xhigh
GPT-5.4 nanoOpenAI, released 2026-03-1752.4%OpenAI, Introducing GPT-5.4 mini and nanochecked 2026-10-15Effort: xhigh
GPT-5.4OpenAI, released 2026-03-0557.7%OpenAI, Introducing GPT-5.4checked 2026-10-15; printed on 8 more pagesEffort: xhigh
GPT-5.3-CodexOpenAI, released 2026-02-0556.8%OpenAI, Introducing GPT-5.3-Codexchecked 2026-10-15; printed on 2 more pagesEffort: xhigh
GPT-5.2-CodexOpenAI, released 2025-12-1856.4%OpenAI, Introducing GPT-5.2-Codexchecked 2026-10-15; printed on 1 more page-
GPT-5.2OpenAI, released 2025-12-1155.6%OpenAI, Introducing GPT-5.2checked 2026-10-15; printed on 5 more pagesEffort: xhigh
GPT-5.1OpenAI, released 2025-11-1250.8%OpenAI, Introducing GPT-5.2checked 2026-10-15; printed on 1 more pageEffort: high
GPT-5 miniOpenAI, released 2025-08-0745.7%OpenAI, Introducing GPT-5.4 mini and nanochecked 2026-10-15Effort: high
Claude Haiku 5.5Anthropic, released 2026-10-0764.8%Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19-
Claude Sonnet 5.5Anthropic, released 2026-09-2881.3%Anthropic, Claude Sonnet 5.5 System Cardchecked 2026-10-19; printed on 1 more pageEffort: max
Claude Opus 5.5Anthropic, released 2026-09-2289.9%Anthropic, Claude Opus 5.5 System Cardchecked 2026-10-25; printed on 1 more pageEffort: max
Claude Fable 5.1Anthropic, released 2026-09-0181.2%Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 1 more pageEffort: max
Claude Opus 5Anthropic, released 2026-07-2479.2%Anthropic, Claude Opus 5.5 System Cardchecked 2026-10-25; printed on 1 more pageEffort: max
Claude Sonnet 5Anthropic, released 2026-06-3063.2%Anthropic, Claude Sonnet 5checked 2026-10-15; printed on 2 more pages-
Claude Fable 5Anthropic, released 2026-06-0980%Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 4 more pagesEffort: max
Claude Mythos 5Anthropic, released 2026-06-0980.3%Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15; printed on 1 more page-
Claude Opus 4.8Anthropic, released 2026-05-2869.2%Anthropic, Claude Opus 4.8checked 2026-10-15; printed on 6 more pages-
Claude Opus 4.7Anthropic, released 2026-04-1664.3%Anthropic, Claude Opus 4.7checked 2026-10-15; printed on 5 more pages-
Claude Mythos PreviewAnthropic, released 2026-04-0777.8%Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15; printed on 2 more pages-
Claude Sonnet 4.6Anthropic, released 2026-02-1758.1%Anthropic, Claude Sonnet 5checked 2026-10-15; printed on 1 more page-
Claude Opus 4.6Anthropic, released 2026-02-0553.4%Anthropic, Claude Opus 4.7checked 2026-10-15; printed on 7 more pages-
Claude Opus 4.5Anthropic, released 2025-11-2457.1%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
Claude Haiku 4.5Anthropic, released 2025-10-1539.5%Google, Gemini 3.5 Flash-Lite model cardchecked 2026-10-15-
Gemini 3.5 Flash-LiteGoogle, released 2026-07-2154.2%Google, Gemini 3.5 Flash-Lite model cardchecked 2026-10-15-
Gemini 3.6 FlashGoogle, released 2026-07-2158.7%Google, Gemini 3.6 Flash model cardchecked 2026-10-15-
Gemini 3.5 FlashGoogle, released 2026-05-1955.1%Google, Gemini 3.5 Flash model cardchecked 2026-10-15; printed on 1 more page-
Gemma 4 26B A4BGoogle, released 2026-04-0213.8%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15Harness: internal scaffold; Context: 200000
Gemma 4 31BGoogle, released 2026-04-0235.7%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
Gemini 3.1 Flash-LiteGoogle, released 2026-03-0338.3%Google, Gemini 3.5 Flash-Lite model cardchecked 2026-10-15-
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1954.2%Google, Gemini 3.1 Pro model cardchecked 2026-10-15; printed on 14 more pagesEffort: high
Gemini 3 FlashGoogle, released 2025-12-1749.6%Google, Gemini 3.5 Flash model cardchecked 2026-10-15-
Gemini 3 ProGoogle, released 2025-11-1843.3%Google, Gemini 3.1 Pro model cardchecked 2026-10-15Effort: high
Grok 4.5xAI, released 2026-07-1664.7%xAI, Grok 4.5checked 2026-10-15; printed on 1 more page-
Muse Glimmer-30BMeta, released 2026-08-0951.2%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15Harness: Claude Code
DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-2452.6%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
49.1%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
52.3%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: high
DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-2454.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15; printed on 4 more pagesEffort: high
55.4%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: max
52.1%DeepSeek, DeepSeek-V4-Pro (preview) model cardchecked 2026-10-15Effort: non-think
DeepSeek-V4-Flash-0731DeepSeek56%Alibaba, Qwen3.8-Flash-Next model cardchecked 2026-10-15; printed on 1 more pageHarness: Claude Code (official score for Opus 4.6); Context: 256000
Qwen3.8-MaxAlibaba, released 2026-08-0367.7%Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14-
Qwen3.7-PlusAlibaba, released 2026-06-0157.6%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: Claude Code
Qwen3.6-27BAlibaba, released 2026-04-2253.5%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
Qwen3.6-35B-A3BAlibaba, released 2026-04-1649.5%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
Qwen3.6-PlusAlibaba, released 2026-04-0256.6%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
Qwen3.5-122B-A10BAlibaba, released 2026-02-2444.9%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Qwen3.5-27BAlibaba, released 2026-02-2451.2%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: internal scaffold; Context: 200000
Qwen3.5-35B-A3BAlibaba, released 2026-02-2444.6%Alibaba, Qwen3.6-35B-A3B model cardchecked 2026-10-15Harness: internal scaffold; Context: 200000
Qwen3.5-397B-A17BAlibaba, released 2026-02-1650.9%Alibaba, Qwen3.6-27B model cardchecked 2026-10-15Harness: internal scaffold; Context: 200000
Qwen3.7-MaxAlibaba60.6%Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14; printed on 1 more page-
Qwen3.8-27BAlibaba61.7%Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more pageHarness: Claude Code
Qwen3.8-Flash-NextAlibaba62.5%Alibaba, Qwen3.8-Flash-Next model cardchecked 2026-10-15; printed on 1 more pageHarness: Claude Code (official score for Opus 4.6); Context: 256000
Kimi K2.6Moonshot AI, released 2026-04-2058.6%Moonshot AI, Kimi K2.6 model cardchecked 2026-10-15; printed on 4 more pagesHarness: in-house SWE-agent variant
Kimi K2.5Moonshot AI, released 2026-01-2750.7%Moonshot AI, Kimi K2.5 model cardchecked 2026-10-15; printed on 3 more pagesHarness: in-house SWE-agent variant
GLM-5.3-FlashZ.ai, released 2026-08-2659.7%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
GLM-5.2Z.ai, released 2026-06-1662.1%Z.ai, GLM-5.2 model cardchecked 2026-10-15; printed on 3 more pagesHarness: OpenHands; Context: 400000
GLM-5.1Z.ai, released 2026-04-0758.4%Z.ai, GLM-5.1 model cardchecked 2026-10-15; printed on 4 more pages-
GLM-5Z.ai, released 2026-02-1255.1%Z.ai, GLM-5.1 model cardchecked 2026-10-15-
MiniMax M3MiniMax, released 2026-06-0159%MiniMax, MiniMax M3checked 2026-10-15; printed on 2 more pagesHarness: Claude Code
MiniMax M2.7MiniMax, released 2026-03-1856.2%MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15; printed on 2 more pages-
MiniMax M2.5MiniMax, released 2026-02-1255.4%MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15-
Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-1551.78%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Nemotron 3 UltraNVIDIA, released 2026-06-0449.66%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19; printed on 2 more pages-
MAI-Thinking-1Microsoft, released 2026-08-1252.8%Microsoft, Microsoft AI: Introducing MAI-Thinking-1checked 2026-10-19-
InklingThinking Machines, released 2026-07-1454.3%Thinking Machines, Thinking Machines Inkling model cardchecked 2026-10-15; printed on 1 more pageEffort: 0.99
Inkling-SmallThinking Machines56.54%NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-

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.