CodingActive
Trust Score:
90

SWE-bench Pro

Long-horizon repository tasks across public, held-out, and commercial codebases, with a continuing public model leaderboard.

Launched: —Refresh: static
Status Assessment (active):

The benchmark still has a maintained public leaderboard and substantial score spread: the 2026-08-03 LLM Stats snapshot ranges from 0.584 to 0.800 across these 17 leading models, despite documented task-quality concerns.

Performance Timeline

Longitudinal progression of model scores against human baselines.

Performance & Historical Trajectory

Empirical score progression across model release dates and evaluation rounds.

Independent Vendor-Reported Human Baseline (74.0%)
ModelScoreDateSource TypeProvenance
MiMo-V2.6-Flash52.8%2026-09-12independentSource ↗
Claude Opus 5.550.8%2026-09-12independentSource ↗
Qwen 3.8 Max Prime48.1%2026-09-12independentSource ↗
Nemotron 3.5 Super VL47.7%2026-09-12independentSource ↗
Gemini 4 Argon52.1%2026-09-12independentSource ↗
Claude Haiku 5.547.7%2026-09-12independentSource ↗
Nano Banana 2.152.1%2026-09-12independentSource ↗
Mistral Large 450.1%2026-09-12independentSource ↗
GPT-6.1 Sol Pro52.1%2026-09-12independentSource ↗
GPT-6.1 Sol52.1%2026-09-12independentSource ↗
Claude Sonnet 5.552.1%2026-09-12independentSource ↗
Z.ai: GLM 5.3 Prime52.1%2026-09-12independentSource ↗
GPT-6 Luna Pro47.7%2026-09-12independentSource ↗
GPT-6 Luna47.7%2026-09-12independentSource ↗
GPT-6 Sol Pro52.1%2026-09-12independentSource ↗
GPT-6 Sol52.1%2026-09-12independentSource ↗
Claude Opus 5.553.9%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Pro-UltraSpeed52.1%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Flash47.7%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Pro47.7%2026-09-12independentSource ↗
Z.ai: GLM 5.3 FlashX50.1%2026-09-12independentSource ↗
DeepSeek V4.1 Flash47.7%2026-09-12independentSource ↗
GPT-6 Astra53.9%2026-09-12independentSource ↗
GPT-6 Astra Pro53.9%2026-09-12independentSource ↗
Gemini 3.8 Flash52.1%2026-09-12independentSource ↗
Claude Fable 5.153.9%2026-09-12independentSource ↗
Claude Sonnet 5.554.6%2026-09-12independentSource ↗
Claude Haiku 5.550.8%2026-09-12independentSource ↗
GPT-6.1 Sol Pro56.4%2026-09-12independentSource ↗
GPT-6 Luna54.6%2026-09-12independentSource ↗
Gemini 4 Argon55.2%2026-09-12independentSource ↗
Gemini 3.8 Flash50.2%2026-09-12independentSource ↗
Qwen 3.8 Max Prime52.7%2026-09-12independentSource ↗
DeepSeek V4.1 Flash 101747.7%2026-09-12independentSource ↗
GPT-6.1 Terra Pro52.1%2026-09-12independentSource ↗
GPT-6.1 Terra52.1%2026-09-12independentSource ↗
MoonshotAI: Kimi K3.1 Pro52.1%2026-09-12independentSource ↗
MiniMax: MiniMax M3.1 Flash47.7%2026-09-12independentSource ↗
Muse Spark Open52.1%2026-09-12independentSource ↗
LiquidAI: LFM2.5-24B-A2B47.7%2026-09-12independentSource ↗
Muse Wonder53.9%2026-09-12independentSource ↗
Qwen: Qwen3.8 Max Prime53.9%2026-09-12independentSource ↗
Upstage: Solar Mini 445.3%2026-09-12independentSource ↗
SpaceXAI: Grok 4.752.1%2026-09-12independentSource ↗
Qwen: Qwen3.8 Omni Flash47.7%2026-09-12independentSource ↗
Qwen: Qwen3.8 Max (0902)52.1%2026-09-12independentSource ↗
Muse Spark 1.3 Contributor45.3%2026-09-12independentSource ↗
Muse Spark 1.352.1%2026-09-12independentSource ↗
Hy456.2%2026-09-10independentSource ↗
Hy450.1%2026-09-10independentSource ↗
GLM 5.3 Flash56.9%2026-09-09independentSource ↗
Z.ai: GLM 5.3 Flash47.7%2026-09-09independentSource ↗
Qwen: Qwen3.8 Flash47.7%2026-09-09independentSource ↗
DeepSeek V4 Flash Vision Exp47.7%2026-09-04independentSource ↗
DeepSeek V4-Pro50.2%2026-08-30independentSource ↗
DeepSeek V4-Flash46.8%2026-08-30independentSource ↗
Z.ai: GLM 5.352.1%2026-08-30independentSource ↗
Claude Fable 5.156.7%2026-08-29independentSource ↗
Qwen: Qwen3.8 27B50.1%2026-08-28independentSource ↗
Gemini 3.7 Flash48.9%2026-08-27independentSource ↗
Gemini 3.7 Flash52.1%2026-08-27independentSource ↗
DeepSeek V4 Pro 081352.1%2026-08-27independentSource ↗
Grok 4.649.7%2026-08-26independentSource ↗
Qwen: Qwen3.8 2.4T A95B52.1%2026-08-26independentSource ↗
LiquidAI: LFM2.5-2.6B47.7%2026-08-25independentSource ↗
ByteDance Seed: Seed 2.1 Turbo50.1%2026-08-24independentSource ↗
SpaceXAI: Grok 4.652.1%2026-08-24independentSource ↗
Muse Glimmer 30B50.1%2026-08-24independentSource ↗
GPT-552.4%2026-08-21independentSource ↗
Nemotron 3.5 Lightning45.3%2026-08-21independentSource ↗
GPT-5 Image Mini50.1%2026-08-21independentSource ↗
GPT-5 Image52.1%2026-08-21independentSource ↗
Muse Spark 1.2 Contributor45.3%2026-08-19independentSource ↗
Muse Spark 1.252.1%2026-08-19independentSource ↗
DeepSeek V4.1 Flash55.3%2026-08-15independentSource ↗
Space Bunny Alpha55.6%2026-08-15independentSource ↗
DeepSeek V4 Flash 073154.2%2026-08-14independentSource ↗
DeepSeek V4 Flash 073150.1%2026-08-14independentSource ↗
ByteDance Seed: Seed-2.0-Code50.1%2026-08-13independentSource ↗
GPT-6 Astra56.3%2026-08-11independentSource ↗
Qwen: Qwen3.7 Flash45.3%2026-08-10independentSource ↗
Kimi K350.5%2026-08-09independentSource ↗
Claude Opus 552.7%2026-08-07independentSource ↗
Claude Sonnet 551.6%2026-08-07independentSource ↗
Claude Opus 553.9%2026-08-06independentSource ↗
Gemini 3.6 Flash48.2%2026-08-04independentSource ↗
Gemini 3.5 Flash-Lite45.9%2026-08-04independentSource ↗
Gemini 3.6 Flash52.1%2026-08-04independentSource ↗
Gemini 3.5 Flash Lite50.1%2026-08-04independentSource ↗
Claude Fable 580%2026-08-03vendor-reportedSource ↗
Claude Mythos77.8%2026-08-03vendor-reportedSource ↗
Claude Opus 4.869.2%2026-08-03vendor-reportedSource ↗
Grok 4.564.7%2026-08-03vendor-reportedSource ↗
GPT-5.6 Sol64.6%2026-08-03vendor-reportedSource ↗
Claude Opus 4.764.3%2026-08-03vendor-reportedSource ↗
GPT-5.6 Terra63.4%2026-08-03vendor-reportedSource ↗
Claude Sonnet 563.2%2026-08-03vendor-reportedSource ↗
GPT-5.6 Luna62.7%2026-08-03vendor-reportedSource ↗
GLM-5.262.1%2026-08-03vendor-reportedSource ↗
Muse Spark 1.161.5%2026-08-03vendor-reportedSource ↗
Qwen3.7 Max60.6%2026-08-03vendor-reportedSource ↗
MiniMax M359%2026-08-03vendor-reportedSource ↗
Gemini 3.6 Flash58.7%2026-08-03vendor-reportedSource ↗
Kimi K2.658.6%2026-08-03vendor-reportedSource ↗
GPT-5.558.6%2026-08-03vendor-reportedSource ↗
GLM-5.158.4%2026-08-03vendor-reportedSource ↗
MoonshotAI: Kimi K353.9%2026-07-29independentSource ↗
GPT-5.6 Sol52%2026-07-23independentSource ↗
GPT-5.5 Thinking50.9%2026-07-23independentSource ↗
GPT-5.6 Luna54.9%2026-07-23independentSource ↗
GPT-5.6 Luna Pro50.1%2026-07-23independentSource ↗
GPT-5.6 Luna50.1%2026-07-23independentSource ↗
GPT-5.6 Terra Pro53.9%2026-07-23independentSource ↗
GPT-5.6 Terra53.9%2026-07-23independentSource ↗
GPT-5.6 Sol Pro53.9%2026-07-23independentSource ↗
GPT-5.6 Sol53.9%2026-07-23independentSource ↗
Muse Spark 1.152.1%2026-07-23independentSource ↗
SpaceXAI: Grok 4.552.1%2026-07-22independentSource ↗
Hy347.7%2026-07-20independentSource ↗
Claude Sonnet 552.1%2026-07-14independentSource ↗
Gemini 3.1 Flash Lite Image50.1%2026-07-14independentSource ↗
MiniMax M349.6%2026-07-09independentSource ↗
Qwen3-235B49.9%2026-07-02independentSource ↗
QwQ Plus49%2026-07-02independentSource ↗
Z.ai: GLM 5.250.1%2026-06-30independentSource ↗
Grok 452.1%2026-06-29independentSource ↗
GLM-5.249.3%2026-06-26independentSource ↗
MoonshotAI: Kimi K2.7 Code52.1%2026-06-26independentSource ↗
Claude Fable 553.3%2026-06-23independentSource ↗
Claude Fable 553.9%2026-06-23independentSource ↗
Nemotron 3 Ultra53.5%2026-06-18independentSource ↗
Nemotron 3.5 Content Safety45.3%2026-06-18independentSource ↗
Nemotron 3 Ultra50.1%2026-06-18independentSource ↗
Qwen: Qwen3.7 Plus50.1%2026-06-16independentSource ↗
MiniMax: MiniMax M350.1%2026-06-14independentSource ↗
Gemini 3.1 Flash Image50.1%2026-06-11independentSource ↗
Gemini 3 Pro Image (Nano Banana Pro)53.9%2026-06-11independentSource ↗
Claude Opus 4.853.9%2026-06-11independentSource ↗
Hy-MT2-1.8B45.3%2026-06-04independentSource ↗
Hy-MT2-30B-A3B47.7%2026-06-04independentSource ↗
Hy-MT2-7B47.7%2026-06-04independentSource ↗
Qwen: Qwen3.7 Max52.1%2026-06-03independentSource ↗
SpaceXAI: Grok Build 0.150.1%2026-06-03independentSource ↗
Gemini 3.5 Flash52.1%2026-06-02independentSource ↗
Gemini 3 Pro50.5%2026-06-01independentSource ↗
Gemini 3.1 Flash Lite50.1%2026-05-21independentSource ↗
GPT Chat Latest53.9%2026-05-19independentSource ↗
Command A+50.1%2026-05-15independentSource ↗
Mistral Medium 3.552.1%2026-05-14independentSource ↗
SpaceXAI: Grok 4.350.1%2026-05-14independentSource ↗
Qwen: Qwen3.6 Flash50.1%2026-05-11independentSource ↗
GPT-5.5 Pro53.9%2026-05-07independentSource ↗
GPT-5.553.9%2026-05-07independentSource ↗
DeepSeek V4 Pro 042350.1%2026-05-07independentSource ↗
DeepSeek V4 Flash 042345.3%2026-05-07independentSource ↗
MiMo-V2.552.1%2026-05-06independentSource ↗
Xiaomi: MiMo-V2.5-Pro47.7%2026-05-06independentSource ↗
Xiaomi: MiMo-V2.547.7%2026-05-06independentSource ↗
Qwen: Qwen3.6 27B50.1%2026-05-06independentSource ↗
Hy347.7%2026-05-05independentSource ↗
GPT-5.4 Image 253.9%2026-05-05independentSource ↗
Qwen: Qwen3.5 Plus 2026-04-2050.1%2026-05-04independentSource ↗
MoonshotAI: Kimi K2.652.1%2026-05-04independentSource ↗
Claude Opus 4.753.9%2026-04-30independentSource ↗
Qwen: Qwen3.6 35B A3B47.7%2026-04-29independentSource ↗
Z.ai: GLM 5.152.1%2026-04-20independentSource ↗
Gemma 4 26B A4B47.7%2026-04-17independentSource ↗
Gemma 4 31B47.7%2026-04-16independentSource ↗
Qwen: Qwen3.6 Plus50.1%2026-04-16independentSource ↗
Z.ai: GLM 5V Turbo52.1%2026-04-15independentSource ↗
Lyria 3 Pro45.3%2026-04-13independentSource ↗
Lyria 3 Clip45.3%2026-04-13independentSource ↗
Reka Edge45.3%2026-04-03independentSource ↗
MiniMax: MiniMax M2.750.1%2026-04-01independentSource ↗
GPT-5.4 Nano50.1%2026-03-31independentSource ↗
GPT-5.4 Mini52.1%2026-03-31independentSource ↗
Z.ai: GLM 5 Turbo52.1%2026-03-29independentSource ↗
Qwen: Qwen3.5-9B47.7%2026-03-24independentSource ↗
SpaceXAI: Grok 4.20 Multi-Agent50.1%2026-03-23independentSource ↗
SpaceXAI: Grok 4.2050.1%2026-03-23independentSource ↗
ByteDance Seed: Seed-2.0-Lite50.1%2026-03-23independentSource ↗
GPT-5.4 Pro53.9%2026-03-19independentSource ↗
GPT-5.453.9%2026-03-19independentSource ↗
Gemini 3.1 Flash Lite50.1%2026-03-17independentSource ↗
Gemini 3.1 Flash Image50.1%2026-03-12independentSource ↗
GPT-5.3-Codex53.9%2026-03-10independentSource ↗
ByteDance Seed: Seed-2.0-Mini47.7%2026-03-10independentSource ↗
Qwen: Qwen3.5-35B-A3B47.7%2026-03-10independentSource ↗
Qwen: Qwen3.5-27B50.1%2026-03-10independentSource ↗
Qwen: Qwen3.5-122B-A10B50.1%2026-03-10independentSource ↗
Qwen: Qwen3.5-Flash47.7%2026-03-10independentSource ↗
Gemini 3.1 Pro Custom Tools53.9%2026-03-05independentSource ↗
Gemini 3.1 Pro53.9%2026-03-05independentSource ↗
Claude Sonnet 4.653.9%2026-03-03independentSource ↗
Qwen: Qwen3.5 Plus 2026-02-1550.1%2026-03-02independentSource ↗
Qwen: Qwen3.5 397B A17B52.1%2026-03-02independentSource ↗
Z.ai: GLM 552.1%2026-02-25independentSource ↗
MiniMax: MiniMax M2.547.7%2026-02-25independentSource ↗
Claude Opus 4.653.9%2026-02-19independentSource ↗
MoonshotAI: Kimi K2.550.1%2026-02-10independentSource ↗
MiniMax: MiniMax M2-her50.1%2026-02-06independentSource ↗
Z.ai: GLM 4.7 Flash47.7%2026-02-02independentSource ↗
GPT-5.2-Codex53.9%2026-01-28independentSource ↗
MiniMax: MiniMax M2.150.1%2026-01-06independentSource ↗
Z.ai: GLM 4.750.1%2026-01-05independentSource ↗
o354.6%2026-01-03independentSource ↗
Gemini 3 Flash50.1%2025-12-31independentSource ↗
GPT-5.2 Chat53.9%2025-12-25independentSource ↗
GPT-5.2 Pro53.9%2025-12-25independentSource ↗
GPT-5.253.9%2025-12-25independentSource ↗
Z.ai: GLM 4.6V47.7%2025-12-22independentSource ↗
GPT-5.1-Codex-Max52.1%2025-12-18independentSource ↗
DeepSeek V3.247.7%2025-12-15independentSource ↗
Claude Opus 4.553.9%2025-12-08independentSource ↗
Gemini 3 Pro Image (Nano Banana Pro)53.9%2025-12-04independentSource ↗
GPT-5.152.1%2025-11-27independentSource ↗
GPT-5.1-Codex52.1%2025-11-27independentSource ↗
GPT-5.1-Codex-Mini50.1%2025-11-27independentSource ↗
Mistral Large 345.3%2025-11-26independentSource ↗
MoonshotAI: Kimi K2 Thinking50.1%2025-11-20independentSource ↗
MiniMax: MiniMax M250.1%2025-11-06independentSource ↗
Qwen: Qwen3 VL 8B Instruct47.7%2025-10-28independentSource ↗
GPT-5 Pro53.9%2025-10-20independentSource ↗
Qwen: Qwen3 VL 30B A3B Thinking47.7%2025-10-20independentSource ↗
Qwen: Qwen3 VL 30B A3B Instruct47.7%2025-10-20independentSource ↗
Claude Haiku 4.552.1%2025-10-15independentSource ↗
Claude Sonnet 4.553.9%2025-10-13independentSource ↗
Qwen: Qwen3 VL 235B A22B Instruct50.1%2025-10-07independentSource ↗
Qwen: Qwen3 Coder Flash47.7%2025-10-01independentSource ↗
Qwen: Qwen3 Next 80B A3B Instruct50.1%2025-09-25independentSource ↗
Qwen3 32B + SWE-agent3.4%2025-09-19independentSource ↗
GPT-4o + SWE-agent4.9%2025-09-19independentSource ↗
Claude Sonnet 4 + SWE-agent17.6%2025-09-19independentSource ↗
Claude Opus 4.1 + SWE-agent22.7%2025-09-19independentSource ↗
GPT-5 + SWE-agent23.3%2025-09-19independentSource ↗
MoonshotAI: Kimi K2 090550.1%2025-09-18independentSource ↗
GPT-552.1%2025-08-21independentSource ↗
GPT-5 Mini50.1%2025-08-21independentSource ↗
GPT-5 Nano47.7%2025-08-21independentSource ↗
Claude 4.1 Opus53.9%2025-08-19independentSource ↗
Qwen: Qwen3 Coder 30B A3B Instruct47.7%2025-08-14independentSource ↗
Qwen: Qwen3 30B A3B Instruct 250747.7%2025-08-12independentSource ↗
Qwen: Qwen3 235B A22B Thinking 250752.1%2025-08-08independentSource ↗
Qwen: Qwen3 Coder 480B A35B47.7%2025-08-06independentSource ↗
ByteDance: UI-TARS 7B45.3%2025-08-05independentSource ↗
Qwen: Qwen3 235B A22B Instruct 250747.7%2025-08-04independentSource ↗
MoonshotAI: Kimi K2 071150.1%2025-07-25independentSource ↗
ByteDance Seed: Seed 1.6 Flash47.7%2025-07-09independentSource ↗
ByteDance Seed: Seed 1.650.1%2025-07-09independentSource ↗
MiniMax: MiniMax M150.1%2025-07-01independentSource ↗
Sarvam 105B50.2%2025-06-29independentSource ↗
o3 Pro53.9%2025-06-24independentSource ↗
Sarvam Vision (Document AI)44.6%2025-06-03independentSource ↗
Amazon Nova 2 Lite45.9%2025-06-01independentSource ↗
Amazon Nova 2 Lite49.4%2025-06-01independentSource ↗
Qwen: Qwen3 30B A3B47.7%2025-05-12independentSource ↗
Qwen: Qwen3 14B47.7%2025-05-12independentSource ↗
Qwen: Qwen3 32B47.7%2025-05-12independentSource ↗
o4 Mini High52.1%2025-04-30independentSource ↗
o352.1%2025-04-30independentSource ↗
o4 Mini52.1%2025-04-30independentSource ↗
Muse Wonder54.3%2025-04-29independentSource ↗
Muse Wonder Full56.4%2025-04-29independentSource ↗
GPT-4.152.1%2025-04-28independentSource ↗
GPT-4.1 Mini50.1%2025-04-28independentSource ↗
GPT-4.1 Nano47.7%2025-04-28independentSource ↗
Gemma 3 27B49%2025-04-26independentSource ↗
Nemotron 3 Ultra 550B51.8%2025-04-24independentSource ↗
Sarvam 30B47.4%2025-04-24independentSource ↗
Llama 4 Maverick49%2025-04-19independentSource ↗
Llama 4 Scout48.1%2025-04-19independentSource ↗
Gemini 2.5 Pro53.6%2025-04-08independentSource ↗
Gemini 2.5 Pro52.1%2025-04-08independentSource ↗
Gemini 2.5 Pro 06-0552.1%2025-04-08independentSource ↗
Microsoft-Decision-150.2%2025-04-05independentSource ↗
Nemotron 3 Super 120B48.4%2025-04-03independentSource ↗
OpenAI Decisions API53.3%2025-04-01independentSource ↗
Jev 1.1451.8%2025-03-28independentSource ↗
Krutrim-248.4%2025-03-26independentSource ↗
Reka Flash 345.3%2025-03-26independentSource ↗
Amazon Nova Premier 1.050.5%2025-03-24independentSource ↗
Amazon: Nova Premier 1.053.9%2025-03-24independentSource ↗
QwQ 32B46.4%2025-03-19independentSource ↗
Saaras v3 (Speech-to-Text)37.2%2025-03-15independentSource ↗
Bulbul v3 (Text-to-Speech)34.1%2025-03-15independentSource ↗
Phi-4-multimodal45.9%2025-03-14independentSource ↗
GPT-4.543.7%2025-03-13independentSource ↗
Claude 3.7 Sonnet54.9%2025-03-10independentSource ↗
Grok 348.7%2025-03-03independentSource ↗
Grok 3 Mini48.4%2025-03-03independentSource ↗
Phi-4-mini44%2025-03-01independentSource ↗
Perplexity: Sonar Deep Research52.1%2025-02-28independentSource ↗
Gemini 2.5 Flash (Thinking)51.2%2025-02-24independentSource ↗
Perplexity: Sonar Reasoning Pro52.1%2025-02-20independentSource ↗
Gemini 2.0 Pro45.6%2025-02-19independentSource ↗
Gemini 2.0 Flash42.4%2025-02-19independentSource ↗
Sonar Reasoning Pro52.4%2025-02-19independentSource ↗
Qwen: Qwen3 Coder Next47.7%2025-02-17independentSource ↗
o3-mini52.1%2025-02-14independentSource ↗
o3 Mini High52.1%2025-02-14independentSource ↗
o3 Mini52.1%2025-02-14independentSource ↗
Qwen 2.5 Max44.3%2025-02-11independentSource ↗
Qwen: Qwen2.5 VL 72B Instruct47.7%2025-02-09independentSource ↗
Qwen: Qwen-Plus47.7%2025-02-08independentSource ↗
Ollama DeepSeek-R1 (Q4_K_M)52.7%2025-02-05independentSource ↗
Perplexity: Sonar Pro Search53.9%2025-02-04independentSource ↗
Perplexity: Sonar Pro53.9%2025-02-04independentSource ↗
DeepSeek-R153.3%2025-02-03independentSource ↗
Gemini 2.0 Flash Thinking46.6%2025-02-03independentSource ↗
Kimi k1.544%2025-02-03independentSource ↗
R1 052850.1%2025-02-03independentSource ↗
MiniMax-Text-0144%2025-01-29independentSource ↗
MiniMax: MiniMax-0150.1%2025-01-29independentSource ↗
Codestral 25.0144.6%2025-01-28independentSource ↗
Phi-451.2%2025-01-22independentSource ↗
Phi 445.3%2025-01-22independentSource ↗
DeepSeek-V342.9%2025-01-09independentSource ↗
DeepSeek V3.2 Exp47.7%2025-01-09independentSource ↗
DeepSeek V3.1 Terminus47.7%2025-01-09independentSource ↗
DeepSeek V3.147.7%2025-01-09independentSource ↗
DeepSeek V3 032450.1%2025-01-09independentSource ↗
DeepSeek V350.1%2025-01-09independentSource ↗
o153.9%2024-12-31independentSource ↗
Sonar Pro48.7%2024-12-24independentSource ↗
Ollama Llama 3.3 (Q4_K_M)47.9%2024-12-22independentSource ↗
Llama 3.3 70B40.4%2024-12-20independentSource ↗
Llama 3.3 70B Instruct48.4%2024-12-20independentSource ↗
Llama 3.3 70B Instruct47.7%2024-12-20independentSource ↗
o145.9%2024-12-19independentSource ↗
o1-pro53.9%2024-12-19independentSource ↗
Amazon Nova Pro44.6%2024-12-17independentSource ↗
Amazon Nova Lite40.3%2024-12-17independentSource ↗
Amazon Nova Pro 1.047.2%2024-12-17independentSource ↗
Amazon Nova Lite 1.043.3%2024-12-17independentSource ↗
Amazon Nova Micro 1.039.4%2024-12-17independentSource ↗
Amazon: Nova Lite 1.047.7%2024-12-17independentSource ↗
Amazon: Nova Micro 1.045.3%2024-12-17independentSource ↗
Amazon: Nova Pro 1.052.1%2024-12-17independentSource ↗
Command R7B (12-2024)45.3%2024-12-15independentSource ↗
QwQ-32B49.6%2024-12-12independentSource ↗
Krutrim Pro45.9%2024-12-04independentSource ↗
GPT-4o52.1%2024-12-04independentSource ↗
Upstage: Solar Pro 447.7%2024-12-04independentSource ↗
Jev50.8%2024-11-29independentSource ↗
Sonar45.9%2024-11-29independentSource ↗
TypeSafe: Jev Router45.3%2024-11-29independentSource ↗
Perplexity: Sonar47.7%2024-11-29independentSource ↗
Qwen 2.5 Coder 32B45.9%2024-11-26independentSource ↗
Qwen2.5 Coder 32B Instruct47.7%2024-11-26independentSource ↗
Hunyuan-Large45.3%2024-11-19independentSource ↗
Claude 3.5 Haiku39.7%2024-11-18independentSource ↗
Claude 3.5 Sonnet45.1%2024-11-05independentSource ↗
Claude 3.5 Sonnet (v2)49.1%2024-11-05independentSource ↗
BharatGPT-14B43.4%2024-11-01independentSource ↗
Yi-Lightning45%2024-10-29independentSource ↗
Llama-3.1-Nemotron-70B-Instruct48.7%2024-10-29independentSource ↗
Llama 3.2 1B Instruct47.7%2024-10-09independentSource ↗
Llama 3.2 3B Instruct47.7%2024-10-09independentSource ↗
Qwen 2.5 72B Instruct50.2%2024-10-03independentSource ↗
Qwen: Qwen2.5 7B Instruct45.3%2024-10-03independentSource ↗
Qwen2.5 72B Instruct47.7%2024-10-03independentSource ↗
Switchyard45.3%2024-09-29independentSource ↗
Mistral Small 447.7%2024-09-29independentSource ↗
GPT Audio52.1%2024-09-29independentSource ↗
GPT Audio Mini50.1%2024-09-29independentSource ↗
Nemotron 3 Nano 30B A3B47.7%2024-09-29independentSource ↗
Devstral 2 251250.1%2024-09-29independentSource ↗
Ministral 3 14B 251245.3%2024-09-29independentSource ↗
Ministral 3 8B 251245.3%2024-09-29independentSource ↗
Ministral 3 3B 251245.3%2024-09-29independentSource ↗
Voxtral Small 24B 250747.7%2024-09-29independentSource ↗
gpt-oss-safeguard-20b47.7%2024-09-29independentSource ↗
Gemini 2.5 Flash Image50.1%2024-09-29independentSource ↗
Z.ai: GLM 4.650.1%2024-09-29independentSource ↗
Mistral Medium 3.150.1%2024-09-29independentSource ↗
Z.ai: GLM 4.5V50.1%2024-09-29independentSource ↗
gpt-oss-120b47.7%2024-09-29independentSource ↗
gpt-oss-20b45.3%2024-09-29independentSource ↗
Codestral 250847.7%2024-09-29independentSource ↗
Z.ai: GLM 4.550.1%2024-09-29independentSource ↗
Z.ai: GLM 4.5 Air47.7%2024-09-29independentSource ↗
Gemini 2.5 Flash Lite47.7%2024-09-29independentSource ↗
Hunyuan A13B Instruct47.7%2024-09-29independentSource ↗
Mistral Small 3.2 24B47.7%2024-09-29independentSource ↗
Gemini 2.5 Flash50.1%2024-09-29independentSource ↗
Mistral Medium 350.1%2024-09-29independentSource ↗
Llama Guard 4 12B45.3%2024-09-29independentSource ↗
Llama 4 Maverick47.7%2024-09-29independentSource ↗
Llama 4 Scout47.7%2024-09-29independentSource ↗
Mistral Small 3.1 24B47.7%2024-09-29independentSource ↗
Gemma 3 4B45.3%2024-09-29independentSource ↗
Gemma 3 12B45.3%2024-09-29independentSource ↗
Gemma 3 27B47.7%2024-09-29independentSource ↗
Saba47.7%2024-09-29independentSource ↗
Mistral Small 345.3%2024-09-29independentSource ↗
Mistral Nemo45.3%2024-09-29independentSource ↗
Gemma 2 27B47.7%2024-09-29independentSource ↗
Mixtral 8x22B Instruct52.1%2024-09-29independentSource ↗
GPT-4 Turbo53.9%2024-09-29independentSource ↗
Mistral Large52.1%2024-09-29independentSource ↗
GPT-3.5 Turbo (older v0613)50.1%2024-09-29independentSource ↗
GPT-3.5 Turbo Instruct50.1%2024-09-29independentSource ↗
GPT-3.5 Turbo 16k52.1%2024-09-29independentSource ↗
GPT-3.5 Turbo50.1%2024-09-29independentSource ↗
GPT-453.9%2024-09-29independentSource ↗
GLM-4-Plus43.7%2024-09-03independentSource ↗
Sarvam 2B (Sarvam-1)42.2%2024-08-28independentSource ↗
GPT-4o52.1%2024-08-20independentSource ↗
Command R (08-2024)47.7%2024-08-15independentSource ↗
Gemma 2 2B32.2%2024-08-14independentSource ↗
Mistral Large 240%2024-08-07independentSource ↗
Mistral Large 246.5%2024-08-07independentSource ↗
Mistral Large 3 251250.1%2024-08-07independentSource ↗
Llama 3.1 405B41.5%2024-08-06independentSource ↗
Llama 3.1 70B Instruct47.7%2024-08-06independentSource ↗
Llama 3.1 8B Instruct45.3%2024-08-06independentSource ↗
GPT-4o mini36%2024-08-01independentSource ↗
GPT-4o-mini47.7%2024-08-01independentSource ↗
GPT-4o-mini47.7%2024-08-01independentSource ↗
ERNIE 4.0 Turbo42.8%2024-07-12independentSource ↗
Gemma 2 27B44.6%2024-07-11independentSource ↗
Gemma 2 9B40.3%2024-07-11independentSource ↗
Nemotron-4-340B-Instruct47.1%2024-06-28independentSource ↗
Nemotron-4-340B-Reward48.4%2024-06-28independentSource ↗
Hanooman 7B42.2%2024-05-29independentSource ↗
GPT-4o41.2%2024-05-27independentSource ↗
GPT-4o52.1%2024-05-27independentSource ↗
GPT-4o53.9%2024-05-27independentSource ↗
Snowflake Arctic41.5%2024-05-08independentSource ↗
WizardLM-2 8x22B46.5%2024-04-29independentSource ↗
DBRX Instruct42.2%2024-04-10independentSource ↗
Airavata 7B39.7%2024-02-08independentSource ↗
IndicTrans-231%2023-09-29independentSource ↗
Nemotron 3 Super47.7%2023-03-25independentSource ↗

Human Baseline & Difficulty Horizon

Calibrated human reference points, specialist benchmarks, and ceiling thresholds.
Measured Human Score74.0%Domain Expert Baseline
Baseline Protocol & Interpretation

Professional software engineers completing repository-scale enterprise feature requests and bug fixes in 4 to 12 hours.

Metric & Scoring Methodology

Verification protocols, aggregation formulas, and specialized metric variants.
Primary Metric:resolved instances on the public set (%)
Scoring Engine:unit-tests

Dataset & Compute Cost

Evaluation volume, public availability, API pricing, and local hardware requirements.
Total Dataset Size731Annotated evaluation items
Public Test SetPublicOpenly mirrored on repositories
Access GatingOpen AccessUnrestricted download
Evaluation LicenseOpen AccessDataset usage and redistribution terms
Frontier API Compute Cost:

$5 – $20 USD for full benchmark evaluation run on frontier APIs.

Recommended Local GPU Setup:

1x NVIDIA RTX 4090 (24GB) or A100 (40GB/80GB) via vLLM / SGLang

Official Dataset & Benchmark Files:Download / View Dataset Repository ↗

How to Run & Reproduce

Standardized evaluation protocols, CLI commands, and reproducible runner templates.
Prompt Regimezero-shot
Reasoning Modedirect
Sampling Temp0
Pass@k Budgetk = 1
Tools & SandboxPure Text
Scoring Verifierunit-tests
Option AEleutherAI LM-Evaluation-Harness (Open-Weight Models)
lm_eval --model hf --model_args pretrained=<model_path> --tasks swe-bench-pro --batch_size auto
Option BOpenCompass Evaluation Framework
opencompass --datasets swe-bench-pro --models <model_config>
Python APIDeterministic Inference Loop Snippet
# Standard API Evaluation Loop
from openai import OpenAI

client = OpenAI()
response = client.chat.completions.create(
    model="gpt-4o",
    messages=[{"role": "user", "content": prompt}],
    temperature=0.0,
)
Standardized Reporting Requirement:

When publishing results for SWE-bench Pro, always report the exact prompt template, few-shot exemplar ordering, sampling temperature (temperature=0), maximum reasoning budget tokens, and the precise timestamped model snapshot ID.

Contamination & Memorization Analysis

Audit of pretraining exposure risks, memorization vectors, and refresh policies.
Overall Contamination Risk:MEDIUM
Refresh Cadence:

Static fixed snapshot

Test Set Exposure:

Public on web / HuggingFace