BlogLLM Benchmark Scores as Published, Side by Side

IFBench: Results as Published

Every result the catalog holds for IFBench: 56 models from 13 developers, read from 15 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 Instruction FollowingMaintainer Allen Institute for AI and University of WashingtonIntroduced 2025Data version 2026103001, as of 2026-10-30

IFBench tests whether a language model follows written instructions that carry checkable constraints, such as counting, formatting, and word or character rules. It uses 58 new constraints that the models were not trained on, so it measures generalisation rather than memorised rules. Each reply is checked automatically by a rule-based function, and the paper reports that leading models of the time scored below 50 percent on the new constraints.

IFBench

ModelValuePrinted bySetup as printed
GPT-5.6 SolOpenAI, released 2026-07-0972.7Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14; printed on 1 more pageEffort: max
GPT-5.2OpenAI, released 2025-12-1175.4Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page-
GPT-5 miniOpenAI, released 2025-08-0775.4Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
gpt-oss-120bOpenAI, released 2025-08-0569Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
gpt-oss-20bOpenAI, released 2025-08-0568.5NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19; printed on 1 more page-
Claude Fable 5Anthropic, released 2026-06-0963.5Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14; printed on 1 more page-
Claude Opus 4.8Anthropic, released 2026-05-2862.2Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14-
Claude Sonnet 4.6Anthropic, released 2026-02-1750Microsoft, Microsoft AI: MAI-Thinking-1 technical reportchecked 2026-10-19; printed on 1 more pageEffort: max
Claude Opus 4.6Anthropic, released 2026-02-0562.5Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 2 more pagesEffort: max
Claude Opus 4.5Anthropic, released 2025-11-2458Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page-
Claude Sonnet 4.5Anthropic, released 2025-09-2957MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15; printed on 1 more page-
Gemma 4 26B A4BGoogle, released 2026-04-0277.25NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19-
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1977.1Thinking Machines, Thinking Machines Inkling model cardchecked 2026-10-15Effort: high
Gemini 3 ProGoogle, released 2025-11-1870.4Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 1 more page-
Muse Glimmer-30BMeta, released 2026-08-0977Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-
DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-2482NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-2479.1NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page-
DeepSeek-V4-Flash-0731DeepSeek79.2Alibaba, Qwen3.8-Flash-Next model cardchecked 2026-10-15; printed on 1 more page-
Qwen3.8-MaxAlibaba, released 2026-08-0382.8Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14-
Qwen3.7-PlusAlibaba, released 2026-06-0179.1Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page-
Qwen3.6-27BAlibaba, released 2026-04-2269.1Alibaba, Qwen3.8-27B model cardchecked 2026-10-15-
Qwen3.6-35B-A3BAlibaba, released 2026-04-1663.71NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19-
Qwen3.5-122B-A10BAlibaba, released 2026-02-2476.1Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
Qwen3.5-27BAlibaba, released 2026-02-2476.5Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
Qwen3.5-35B-A3BAlibaba, released 2026-02-2470.2Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
Qwen3.5-397B-A17BAlibaba, released 2026-02-1676.5Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 2 more pages-
Qwen3-30B-A3B-Instruct-2507Alibaba, released 2025-07-3032AI21 Labs, AI21 Jamba2 Mini model cardchecked 2026-10-15-
Qwen3-30B-A3B-Thinking-2507Alibaba, released 2025-07-3051NVIDIA, NVIDIA Nemotron 3 Nano 30B-A3B model cardchecked 2026-10-15Effort: thinking
Qwen3-235B-A22BAlibaba, released 2025-04-2951.7Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
Qwen3-Max-ThinkingAlibaba70.9Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15-
Qwen3.7-MaxAlibaba79.1Alibaba, Qwen3.8-Max comparisonchecked 2026-10-14-
Qwen3.8-27BAlibaba79.5Alibaba, Qwen3.8-27B model cardchecked 2026-10-15; printed on 1 more page-
Qwen3.8-Flash-NextAlibaba81.3Alibaba, Qwen3.8-Flash-Next model cardchecked 2026-10-15; printed on 1 more page-
Kimi K2.6Moonshot AI, released 2026-04-2073.7NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page-
Kimi K2.5Moonshot AI, released 2026-01-2770.2Alibaba, Qwen3.5-397B-A17B model cardchecked 2026-10-15; printed on 2 more pages-
GLM-5.3-FlashZ.ai, released 2026-08-2657.7NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
GLM-5.2Z.ai, released 2026-06-1673.3Thinking Machines, Thinking Machines Inkling model cardchecked 2026-10-15-
GLM-5.1Z.ai, released 2026-04-0776.6NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
GLM-5Z.ai, released 2026-02-1267Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max
Mistral Medium 3.5Mistral AI, released 2026-05-2269Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max
Mistral Small 4Mistral AI, released 2026-03-1648Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: high
35.7Mistral AI, Mistral Small 4 model cardchecked 2026-10-15Effort: none
Ministral 3 14B Instruct 2512Mistral AI, released 2025-12-0227AI21 Labs, AI21 Jamba2 Mini model cardchecked 2026-10-15-
Mistral Large 3Mistral AI, released 2025-12-0237.8Mistral AI, Mistral Small 4 model cardchecked 2026-10-15-
Mistral Medium 3.1Mistral AI, released 2025-08-1240.8Mistral AI, Mistral Small 4 model cardchecked 2026-10-15-
Mistral Small 3.2Mistral AI, released 2025-06-2034Mistral AI, Mistral Small 4 model cardchecked 2026-10-15-
MiniMax M2.7MiniMax, released 2026-03-1874.6NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15-
MiniMax M2.5MiniMax, released 2026-02-1270MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15-
MiniMax M2.1MiniMax, released 2025-12-2070MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15-
Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-1570.86NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19-
Nemotron 3.5 Lightning 30B-A3BNVIDIA, released 2026-08-1171.88NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19-
Nemotron 3 UltraNVIDIA, released 2026-06-0482.9NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19; printed on 2 more pages-
Nemotron 3 SuperNVIDIA, released 2026-03-1171.92NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19-
Nemotron 3 Nano 30B-A3BNVIDIA, released 2025-12-1572.17NVIDIA, NVIDIA Nemotron 3.5 Lightning 30B-A3B model cardchecked 2026-10-19; printed on 2 more pages-
MAI-Thinking-1Microsoft, released 2026-08-1269Microsoft, Microsoft AI: MAI-Thinking-1 technical reportchecked 2026-10-19-
InklingThinking Machines, released 2026-07-1479.8Thinking Machines, Thinking Machines Inkling model cardchecked 2026-10-15Effort: 0.99
Inkling-SmallThinking Machines79.3NVIDIA, 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.