Microsoft AI MAI-Thinking-1 73.5% microsoft.ai for MAI-Thinking-1 on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported August 12, 2026 Technical report Microsoft AI Self-reported Microsoft Record for MAI-Thinking-1 on SWE-bench Verified 70003 Meta AI (originally Facebook AI Research) Muse Glimmer 30B (high)76.0% dev.meta.ai for Muse Glimmer 30B (high) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported August 10, 2026 Model page Meta Self-reported Record for Muse Glimmer 30B on SWE-bench Verified 80004 Anthropic Claude Opus 5 (max)96.0% www-cdn.anthropic.com for Claude Opus 5 (max) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported July 24, 2026 System card Anthropic Self-reported Record for Claude Opus 5 on SWE-bench Verified 20014 Anthropic Claude Sonnet 5 (max)85.2% www-cdn.anthropic.com for Claude Sonnet 5 (max) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported June 30, 2026 System card Anthropic Self-reported Record for Claude Sonnet 5 on SWE-bench Verified 20013 Anthropic Claude Fable 5 95.0% www-cdn.anthropic.com for Claude Fable 5 on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported June 9, 2026 System card Anthropic Self-reported Record for Claude Fable 5 on SWE-bench Verified 20012 NVIDIA NVIDIA Nemotron 3 Ultra 550B-A55B 70.7% huggingface.co for NVIDIA Nemotron 3 Ultra 550B-A55B on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported June 4, 2026 Model card NVIDIA Self-reported Record for NVIDIA Nemotron 3 Ultra 550B-A55B on SWE-bench Verified 60003 Alibaba (Tongyi) Qwen3.7-Plus 77.7% alibabacloud.com for Qwen3.7-Plus on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported June 3, 2026 Launch post Alibaba Cloud Community Self-reported Qwen Team Record for Qwen3.7-Plus on SWE-bench Verified 130007 MiniMax MiniMax M3 80.5% huggingface.co for MiniMax M3 on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported June 1, 2026 Model card MiniMax Self-reported Record for MiniMax M3 on SWE-bench Verified 140003 Anthropic Claude Opus 4.8 (adaptive thinking, max)88.6% www-cdn.anthropic.com for Claude Opus 4.8 (adaptive thinking, max) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported May 28, 2026 System card Anthropic Self-reported Record for Claude Opus 4.8 on SWE-bench Verified 20011 Mistral AI Mistral Medium 3.5 (high)77.6% huggingface.co for Mistral Medium 3.5 (high) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported May 22, 2026 Model card Mistral AI Self-reported Record for Mistral Medium 3.5 on SWE-bench Verified 90005 Alibaba (Tongyi) Qwen3.7-Max 80.4% alibabacloud.com for Qwen3.7-Max on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported May 21, 2026 Launch post Alibaba Cloud Community Self-reported Qwen Team Record for Qwen3.7-Max on SWE-bench Verified 130006 DeepSeek AI DeepSeek-V4-Flash (max)79.0% huggingface.co for DeepSeek-V4-Flash (max) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 24, 2026 Model card DeepSeek Self-reported DeepSeek AI Record for DeepSeek-V4-Flash on SWE-bench Verified 110001 DeepSeek AI DeepSeek-V4-Flash (high)78.6% huggingface.co for DeepSeek-V4-Flash (high) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 24, 2026 Model card DeepSeek Self-reported DeepSeek AI Record for DeepSeek-V4-Flash on SWE-bench Verified 110001 DeepSeek AI DeepSeek-V4-Flash (non-thinking)73.7% huggingface.co for DeepSeek-V4-Flash (non-thinking) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 24, 2026 Model card DeepSeek Self-reported DeepSeek AI Record for DeepSeek-V4-Flash on SWE-bench Verified 110001 DeepSeek AI DeepSeek-V4-Pro (non-thinking)73.6% huggingface.co for DeepSeek-V4-Pro (non-thinking) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 24, 2026 Model card DeepSeek Self-reported DeepSeek AI Record for DeepSeek-V4-Pro on SWE-bench Verified 110002 DeepSeek AI DeepSeek-V4-Pro (max)80.6% huggingface.co for DeepSeek-V4-Pro (max) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 24, 2026 Model card DeepSeek Self-reported DeepSeek AI Record for DeepSeek-V4-Pro on SWE-bench Verified 110002 DeepSeek AI DeepSeek-V4-Pro (high)79.4% huggingface.co for DeepSeek-V4-Pro (high) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 24, 2026 Model card DeepSeek Self-reported DeepSeek AI Record for DeepSeek-V4-Pro on SWE-bench Verified 110002 Moonshot AI Kimi K2.6 (thinking)80.2% huggingface.co for Kimi K2.6 (thinking) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 20, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.6 on SWE-bench Verified 120002 Alibaba (Tongyi) Qwen3.6-35B-A3B 73.4% alibabacloud.com for Qwen3.6-35B-A3B on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 17, 2026 Launch post Alibaba Cloud Community Self-reported Qwen Team Record for Qwen3.6-35B-A3B on SWE-bench Verified 130005 Anthropic Claude Opus 4.7 (adaptive thinking, max)87.6% www-cdn.anthropic.com for Claude Opus 4.7 (adaptive thinking, max) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 16, 2026 System card Anthropic Self-reported Record for Claude Opus 4.7 on SWE-bench Verified 20010 Alibaba (Tongyi) Qwen3.6-Plus 78.8% alibabacloud.com for Qwen3.6-Plus on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 2, 2026 Launch post Alibaba Cloud Community Self-reported Qwen Team Record for Qwen3.6-Plus on SWE-bench Verified 130004 NVIDIA NVIDIA Nemotron 3 Super 120B-A12B (OpenHands)60.5% huggingface.co for NVIDIA Nemotron 3 Super 120B-A12B (OpenHands) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported March 11, 2026 Model card NVIDIA Self-reported Record for NVIDIA Nemotron 3 Super 120B-A12B on SWE-bench Verified 60002 Google (DeepMind) Gemini 3.1 Pro (High)80.6% deepmind.google for Gemini 3.1 Pro (High) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported February 19, 2026 Model card Google DeepMind Self-reported Record for Gemini 3.1 Pro on SWE-bench Verified 30005 Alibaba (Tongyi) Qwen3.5-397B-A17B 76.4% alibabacloud.com for Qwen3.5-397B-A17B on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported February 17, 2026 Launch post Alibaba Cloud Community Self-reported Qwen Team Record for Qwen3.5-397B-A17B on SWE-bench Verified 130003 Anthropic Claude Sonnet 4.6 (adaptive thinking, max)79.6% www-cdn.anthropic.com for Claude Sonnet 4.6 (adaptive thinking, max) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported February 17, 2026 System card Anthropic Self-reported Record for Claude Sonnet 4.6 on SWE-bench Verified 20009 MiniMax MiniMax M2.5 80.2% minimax.io for MiniMax M2.5 on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported February 12, 2026 Launch post MiniMax Self-reported Record for MiniMax M2.5 on SWE-bench Verified 140001 Z.ai GLM-5 (thinking)77.8% z.ai for GLM-5 (thinking) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported February 12, 2026 Launch post Z.ai Self-reported Record for GLM-5 on SWE-bench Verified 150002 Anthropic Claude Opus 4.6 (adaptive thinking, max)80.8% www-cdn.anthropic.com for Claude Opus 4.6 (adaptive thinking, max) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported February 5, 2026 System card Anthropic Self-reported Record for Claude Opus 4.6 on SWE-bench Verified 20008 Moonshot AI Kimi K2.5 (non-thinking)76.8% huggingface.co for Kimi K2.5 (non-thinking) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported January 27, 2026 Model card Moonshot AI Self-reported Record for Kimi K2.5 on SWE-bench Verified 120001 Alibaba (Tongyi) Qwen3-Max-Thinking 75.3% alibabacloud.com for Qwen3-Max-Thinking on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported January 25, 2026 Launch post Alibaba Cloud Community Self-reported Qwen Team Record for Qwen3-Max-Thinking on SWE-bench Verified 130002 Z.ai GLM-4.7 73.8% z.ai for GLM-4.7 on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported December 22, 2025 Launch post Z.ai Self-reported Record for GLM-4.7 on SWE-bench Verified 150001 Google (DeepMind) Gemini 3 Flash 78.0% blog.google for Gemini 3 Flash on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported December 17, 2025 Launch post Google Self-reported Google DeepMind Record for Gemini 3 Flash on SWE-bench Verified 30009 OpenAI GPT-5.2 (xhigh)80.0% openai.com for GPT-5.2 (xhigh) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported December 11, 2025 Launch post OpenAI Self-reported Record for GPT-5.2 on SWE-bench Verified 10012 Mistral AI Devstral 2 72.2% huggingface.co for Devstral 2 on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported December 9, 2025 Model card Mistral AI Self-reported Record for Devstral 2 on SWE-bench Verified 90002 Mistral AI Devstral Small 2 68.0% huggingface.co for Devstral Small 2 on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported December 9, 2025 Model card Mistral AI Self-reported Record for Devstral Small 2 on SWE-bench Verified 90003 Anthropic Claude Opus 4.5 (no thinking)80.9% assets.anthropic.com for Claude Opus 4.5 (no thinking) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported November 24, 2025 System card Anthropic Self-reported Record for Claude Opus 4.5 on SWE-bench Verified 20007 Google (DeepMind) Gemini 3 Pro (high)76.2% blog.google for Gemini 3 Pro (high) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported November 18, 2025 Launch post Google Self-reported Google DeepMind Record for Gemini 3 Pro on SWE-bench Verified 30008 Anthropic Claude Haiku 4.5 (extended thinking (128K))73.3% anthropic.com for Claude Haiku 4.5 (extended thinking (128K)) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported October 15, 2025 Launch post Anthropic Self-reported Record for Claude Haiku 4.5 on SWE-bench Verified 20006 Anthropic Claude Sonnet 4.5 (extended thinking (200K))77.2% anthropic.com for Claude Sonnet 4.5 (extended thinking (200K)) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported September 29, 2025 Launch post Anthropic Self-reported Record for Claude Sonnet 4.5 on SWE-bench Verified 20005 Alibaba (Tongyi) Qwen3-Max-Instruct 69.6% alibabacloud.com for Qwen3-Max-Instruct on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported September 24, 2025 Launch post Alibaba Cloud Community Self-reported Qwen Team Record for Qwen3-Max-Instruct on SWE-bench Verified 130001 OpenAI gpt-oss-120b (high)62.4% deploymentsafety.openai.com for gpt-oss-120b (high) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported August 5, 2025 Model card OpenAI Self-reported Record for gpt-oss-120b on SWE-bench Verified 15001 OpenAI gpt-oss-120b (medium)52.6% deploymentsafety.openai.com for gpt-oss-120b (medium) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported August 5, 2025 Model card OpenAI Self-reported Record for gpt-oss-120b on SWE-bench Verified 15001 OpenAI gpt-oss-120b (low)47.9% deploymentsafety.openai.com for gpt-oss-120b (low) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported August 5, 2025 Model card OpenAI Self-reported Record for gpt-oss-120b on SWE-bench Verified 15001 Google (DeepMind) Gemini 2.0 Flash 21.4% storage.googleapis.com for Gemini 2.0 Flash on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported July 2, 2025 Technical report Google Self-reported Google DeepMind Record for Gemini 2.0 Flash on SWE-bench Verified 30001 Google (DeepMind) Gemini 2.5 Pro 59.6% storage.googleapis.com for Gemini 2.5 Pro on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported July 2, 2025 Technical report Google Self-reported Google DeepMind Record for Gemini 2.5 Pro on SWE-bench Verified 30002 Google (DeepMind) Gemini 2.5 Flash 48.9% storage.googleapis.com for Gemini 2.5 Flash on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported July 2, 2025 Technical report Google Self-reported Google DeepMind Record for Gemini 2.5 Flash on SWE-bench Verified 30003 Anthropic Claude Opus 4 (standard (no extended thinking))72.5% anthropic.com for Claude Opus 4 (standard (no extended thinking)) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported May 22, 2025 Launch post Anthropic Self-reported Record for Claude Opus 4 on SWE-bench Verified 20002 Anthropic Claude Sonnet 4 (standard (no extended thinking))72.7% anthropic.com for Claude Sonnet 4 (standard (no extended thinking)) on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported May 22, 2025 Launch post Anthropic Self-reported Record for Claude Sonnet 4 on SWE-bench Verified 20003 OpenAI GPT-4.5 Preview 38.0% openai.com for GPT-4.5 Preview on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 14, 2025 Launch post OpenAI Self-reported Record for GPT-4.5 Preview on SWE-bench Verified 10001 OpenAI GPT-4.1 54.6% openai.com for GPT-4.1 on SWE-bench Verified (opens in a new tab) Resolved Tasks Reported April 14, 2025 Launch post OpenAI Self-reported Record for GPT-4.1 on SWE-bench Verified 10002