CodingSaturated
Trust Score:
25

SWE-bench Verified

A 500-task, engineer-reviewed subset of SWE-bench that became the standard repository-level coding-agent test.

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

Classified saturated on 2026-02-17: under the standardized mini-SWE-agent 2.0.0 protocol, the leading results clustered at 76.8%, 75.8%, 75.8%, and 75.6%, limiting discrimination among frontier systems; separate contamination and task-quality concerns remain documented below.

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 (78.4%)
ModelScoreDateSource TypeProvenance
MiMo-V2.6-Flash66.5%2026-09-12independentSource ↗
Claude Opus 5.563.9%2026-09-12independentSource ↗
Qwen 3.8 Max Prime60.5%2026-09-12independentSource ↗
Nemotron 3.5 Super VL60.1%2026-09-12independentSource ↗
Gemini 4 Argon65.6%2026-09-12independentSource ↗
Claude Haiku 5.560.1%2026-09-12independentSource ↗
Nano Banana 2.165.6%2026-09-12independentSource ↗
Mistral Large 463%2026-09-12independentSource ↗
GPT-6.1 Sol Pro65.6%2026-09-12independentSource ↗
GPT-6.1 Sol65.6%2026-09-12independentSource ↗
Claude Sonnet 5.565.6%2026-09-12independentSource ↗
Z.ai: GLM 5.3 Prime65.6%2026-09-12independentSource ↗
GPT-6 Luna Pro60.1%2026-09-12independentSource ↗
GPT-6 Luna60.1%2026-09-12independentSource ↗
GPT-6 Sol Pro65.6%2026-09-12independentSource ↗
GPT-6 Sol65.6%2026-09-12independentSource ↗
Claude Opus 5.567.8%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Pro-UltraSpeed65.6%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Flash60.1%2026-09-12independentSource ↗
Xiaomi: MiMo-V2.6-Pro60.1%2026-09-12independentSource ↗
Z.ai: GLM 5.3 FlashX63%2026-09-12independentSource ↗
DeepSeek V4.1 Flash60.1%2026-09-12independentSource ↗
GPT-6 Astra67.8%2026-09-12independentSource ↗
GPT-6 Astra Pro67.8%2026-09-12independentSource ↗
Claude Sonnet 5.568.6%2026-09-12independentSource ↗
Claude Haiku 5.564%2026-09-12independentSource ↗
GPT-6.1 Sol Pro71%2026-09-12independentSource ↗
GPT-6 Luna68.6%2026-09-12independentSource ↗
Gemini 4 Argon69.4%2026-09-12independentSource ↗
Qwen 3.8 Max Prime66.3%2026-09-12independentSource ↗
DeepSeek V4.1 Flash 101760.1%2026-09-12independentSource ↗
GPT-6.1 Terra Pro65.6%2026-09-12independentSource ↗
GPT-6.1 Terra65.6%2026-09-12independentSource ↗
MoonshotAI: Kimi K3.1 Pro65.6%2026-09-12independentSource ↗
MiniMax: MiniMax M3.1 Flash60.1%2026-09-12independentSource ↗
Muse Spark Open65.6%2026-09-12independentSource ↗
LiquidAI: LFM2.5-24B-A2B60.1%2026-09-12independentSource ↗
Muse Wonder67.8%2026-09-12independentSource ↗
Qwen: Qwen3.8 Max Prime67.8%2026-09-12independentSource ↗
Upstage: Solar Mini 457%2026-09-12independentSource ↗
SpaceXAI: Grok 4.765.6%2026-09-12independentSource ↗
Qwen: Qwen3.8 Omni Flash60.1%2026-09-12independentSource ↗
Gemini 3.8 Flash65.6%2026-09-11independentSource ↗
Gemini 3.8 Flash63.2%2026-09-11independentSource ↗
Qwen: Qwen3.8 Max (0902)65.6%2026-09-11independentSource ↗
Muse Spark 1.3 Contributor57%2026-09-11independentSource ↗
Muse Spark 1.365.6%2026-09-11independentSource ↗
Claude Fable 5.167.8%2026-09-09independentSource ↗
Hy470.7%2026-09-05independentSource ↗
Hy463%2026-09-05independentSource ↗
GLM 5.3 Flash71.6%2026-09-04independentSource ↗
Z.ai: GLM 5.3 Flash60.1%2026-09-04independentSource ↗
Qwen: Qwen3.8 Flash60.1%2026-09-04independentSource ↗
DeepSeek V4 Flash Vision Exp60.1%2026-08-30independentSource ↗
DeepSeek V4-Pro63.2%2026-08-25independentSource ↗
DeepSeek V4-Flash58.9%2026-08-25independentSource ↗
Z.ai: GLM 5.365.6%2026-08-25independentSource ↗
Claude Fable 5.171.4%2026-08-24independentSource ↗
Qwen: Qwen3.8 27B63%2026-08-23independentSource ↗
Gemini 3.7 Flash61.5%2026-08-22independentSource ↗
Gemini 3.7 Flash65.6%2026-08-22independentSource ↗
DeepSeek V4 Pro 081365.6%2026-08-22independentSource ↗
Grok 4.662.6%2026-08-21independentSource ↗
Qwen: Qwen3.8 2.4T A95B65.6%2026-08-21independentSource ↗
LiquidAI: LFM2.5-2.6B60.1%2026-08-20independentSource ↗
ByteDance Seed: Seed 2.1 Turbo63%2026-08-19independentSource ↗
SpaceXAI: Grok 4.665.6%2026-08-19independentSource ↗
Muse Glimmer 30B63%2026-08-19independentSource ↗
GPT-565.9%2026-08-16independentSource ↗
Nemotron 3.5 Lightning57%2026-08-16independentSource ↗
GPT-5 Image Mini63%2026-08-16independentSource ↗
GPT-5 Image65.6%2026-08-16independentSource ↗
Muse Spark 1.2 Contributor57%2026-08-14independentSource ↗
Muse Spark 1.265.6%2026-08-14independentSource ↗
DeepSeek V4.1 Flash69.6%2026-08-10independentSource ↗
Space Bunny Alpha69.9%2026-08-10independentSource ↗
DeepSeek V4 Flash 073168.2%2026-08-09independentSource ↗
DeepSeek V4 Flash 073163%2026-08-09independentSource ↗
ByteDance Seed: Seed-2.0-Code63%2026-08-08independentSource ↗
GPT-6 Astra70.8%2026-08-06independentSource ↗
Qwen: Qwen3.7 Flash57%2026-08-05independentSource ↗
Kimi K363.5%2026-08-04independentSource ↗
Claude Opus 566.3%2026-08-02independentSource ↗
Claude Sonnet 564.9%2026-08-02independentSource ↗
Claude Opus 567.8%2026-08-01independentSource ↗
Gemini 3.6 Flash60.7%2026-07-30independentSource ↗
Gemini 3.5 Flash-Lite57.7%2026-07-30independentSource ↗
Gemini 3.6 Flash65.6%2026-07-30independentSource ↗
Gemini 3.5 Flash Lite63%2026-07-30independentSource ↗
MoonshotAI: Kimi K367.8%2026-07-24independentSource ↗
GPT-5.6 Sol65.4%2026-07-18independentSource ↗
GPT-5.5 Thinking64%2026-07-18independentSource ↗
GPT-5.6 Luna69%2026-07-18independentSource ↗
GPT-5.6 Luna Pro63%2026-07-18independentSource ↗
GPT-5.6 Luna63%2026-07-18independentSource ↗
GPT-5.6 Terra Pro67.8%2026-07-18independentSource ↗
GPT-5.6 Terra67.8%2026-07-18independentSource ↗
GPT-5.6 Sol Pro67.8%2026-07-18independentSource ↗
GPT-5.6 Sol67.8%2026-07-18independentSource ↗
Muse Spark 1.165.6%2026-07-18independentSource ↗
SpaceXAI: Grok 4.565.6%2026-07-17independentSource ↗
Hy360.1%2026-07-15independentSource ↗
Claude Sonnet 565.6%2026-07-09independentSource ↗
Gemini 3.1 Flash Lite Image63%2026-07-09independentSource ↗
MiniMax M362.4%2026-07-04independentSource ↗
Qwen3-235B62.8%2026-06-27independentSource ↗
QwQ Plus61.6%2026-06-27independentSource ↗
Z.ai: GLM 5.263%2026-06-25independentSource ↗
Grok 465.5%2026-06-24independentSource ↗
GLM-5.262%2026-06-21independentSource ↗
MoonshotAI: Kimi K2.7 Code65.6%2026-06-21independentSource ↗
Claude Fable 567.1%2026-06-18independentSource ↗
Claude Fable 567.8%2026-06-18independentSource ↗
Nemotron 3 Ultra67.3%2026-06-13independentSource ↗
Nemotron 3.5 Content Safety57%2026-06-13independentSource ↗
Nemotron 3 Ultra63%2026-06-13independentSource ↗
Qwen: Qwen3.7 Plus63%2026-06-11independentSource ↗
MiniMax: MiniMax M363%2026-06-09independentSource ↗
Gemini 3.1 Flash Image63%2026-06-06independentSource ↗
Gemini 3 Pro Image (Nano Banana Pro)67.8%2026-06-06independentSource ↗
Claude Opus 4.867.8%2026-06-06independentSource ↗
Hy-MT2-1.8B57%2026-05-30independentSource ↗
Hy-MT2-30B-A3B60.1%2026-05-30independentSource ↗
Hy-MT2-7B60.1%2026-05-30independentSource ↗
Qwen: Qwen3.7 Max65.6%2026-05-29independentSource ↗
SpaceXAI: Grok Build 0.163%2026-05-29independentSource ↗
Gemini 3.5 Flash65.6%2026-05-28independentSource ↗
Gemini 3 Pro63.6%2026-05-27independentSource ↗
Gemini 3.1 Flash Lite63%2026-05-16independentSource ↗
GPT Chat Latest67.8%2026-05-14independentSource ↗
Command A+63%2026-05-10independentSource ↗
Mistral Medium 3.565.6%2026-05-09independentSource ↗
SpaceXAI: Grok 4.363%2026-05-09independentSource ↗
Qwen: Qwen3.6 Flash63%2026-05-06independentSource ↗
GPT-5.5 Pro67.8%2026-05-02independentSource ↗
GPT-5.567.8%2026-05-02independentSource ↗
DeepSeek V4 Pro 042363%2026-05-02independentSource ↗
DeepSeek V4 Flash 042357%2026-05-02independentSource ↗
MiMo-V2.565.6%2026-05-01independentSource ↗
Xiaomi: MiMo-V2.5-Pro60.1%2026-05-01independentSource ↗
Xiaomi: MiMo-V2.560.1%2026-05-01independentSource ↗
Qwen: Qwen3.6 27B63%2026-05-01independentSource ↗
Hy360.1%2026-04-30independentSource ↗
GPT-5.4 Image 267.8%2026-04-30independentSource ↗
Qwen: Qwen3.5 Plus 2026-04-2063%2026-04-29independentSource ↗
MoonshotAI: Kimi K2.665.6%2026-04-29independentSource ↗
Claude Opus 4.767.8%2026-04-25independentSource ↗
Qwen: Qwen3.6 35B A3B60.1%2026-04-24independentSource ↗
Z.ai: GLM 5.165.6%2026-04-15independentSource ↗
Gemma 4 26B A4B60.1%2026-04-12independentSource ↗
Gemma 4 31B60.1%2026-04-11independentSource ↗
Qwen: Qwen3.6 Plus63%2026-04-11independentSource ↗
Z.ai: GLM 5V Turbo65.6%2026-04-10independentSource ↗
Lyria 3 Pro57%2026-04-08independentSource ↗
Lyria 3 Clip57%2026-04-08independentSource ↗
Reka Edge57%2026-03-29independentSource ↗
MiniMax: MiniMax M2.763%2026-03-27independentSource ↗
GPT-5.4 Nano63%2026-03-26independentSource ↗
GPT-5.4 Mini65.6%2026-03-26independentSource ↗
Z.ai: GLM 5 Turbo65.6%2026-03-24independentSource ↗
Qwen: Qwen3.5-9B60.1%2026-03-19independentSource ↗
SpaceXAI: Grok 4.20 Multi-Agent63%2026-03-18independentSource ↗
SpaceXAI: Grok 4.2063%2026-03-18independentSource ↗
ByteDance Seed: Seed-2.0-Lite63%2026-03-18independentSource ↗
GPT-5.4 Pro67.8%2026-03-14independentSource ↗
GPT-5.467.8%2026-03-14independentSource ↗
Gemini 3.1 Flash Lite63%2026-03-12independentSource ↗
Gemini 3.1 Flash Image63%2026-03-07independentSource ↗
GPT-5.3-Codex67.8%2026-03-05independentSource ↗
ByteDance Seed: Seed-2.0-Mini60.1%2026-03-05independentSource ↗
Qwen: Qwen3.5-35B-A3B60.1%2026-03-05independentSource ↗
Qwen: Qwen3.5-27B63%2026-03-05independentSource ↗
Qwen: Qwen3.5-122B-A10B63%2026-03-05independentSource ↗
Qwen: Qwen3.5-Flash60.1%2026-03-05independentSource ↗
Gemini 3.1 Pro Custom Tools67.8%2026-02-28independentSource ↗
Gemini 3.1 Pro67.8%2026-02-28independentSource ↗
Gemini 3 Pro69.6%2026-02-26independentSource ↗
Claude Sonnet 4.667.8%2026-02-26independentSource ↗
Qwen: Qwen3.5 Plus 2026-02-1563%2026-02-25independentSource ↗
Qwen: Qwen3.5 397B A17B65.6%2026-02-25independentSource ↗
Z.ai: GLM 565.6%2026-02-20independentSource ↗
MiniMax: MiniMax M2.560.1%2026-02-20independentSource ↗
GPT-5-2 Codex72.8%2026-02-19independentSource ↗
Claude 4.5 Opus76.8%2026-02-17independentSource ↗
Gemini 3 Flash75.8%2026-02-17independentSource ↗
MiniMax M2.575.8%2026-02-17independentSource ↗
Claude Opus 4.675.6%2026-02-17independentSource ↗
GLM-572.8%2026-02-17independentSource ↗
GPT-5-272.8%2026-02-17independentSource ↗
Claude 4.5 Sonnet71.4%2026-02-17independentSource ↗
Kimi K2.570.8%2026-02-17independentSource ↗
DeepSeek V3.270%2026-02-17independentSource ↗
Claude 4.5 Haiku66.6%2026-02-17independentSource ↗
GPT-5 Mini56.2%2026-02-17independentSource ↗
Claude Opus 4.667.8%2026-02-14independentSource ↗
MoonshotAI: Kimi K2.563%2026-02-05independentSource ↗
MiniMax: MiniMax M2-her63%2026-02-01independentSource ↗
Z.ai: GLM 4.7 Flash60.1%2026-01-28independentSource ↗
GPT-5.2-Codex67.8%2026-01-23independentSource ↗
MiniMax: MiniMax M2.163%2026-01-01independentSource ↗
Z.ai: GLM 4.763%2025-12-31independentSource ↗
o368.6%2025-12-29independentSource ↗
Gemini 3 Flash63%2025-12-26independentSource ↗
GPT-5.2 Chat67.8%2025-12-20independentSource ↗
GPT-5.2 Pro67.8%2025-12-20independentSource ↗
GPT-5.267.8%2025-12-20independentSource ↗
Z.ai: GLM 4.6V60.1%2025-12-17independentSource ↗
GPT-5.1-Codex-Max65.6%2025-12-13independentSource ↗
DeepSeek V3.260.1%2025-12-10independentSource ↗
Claude Opus 4.567.8%2025-12-03independentSource ↗
Gemini 3 Pro Image (Nano Banana Pro)67.8%2025-11-29independentSource ↗
GPT-5.165.6%2025-11-22independentSource ↗
GPT-5.1-Codex65.6%2025-11-22independentSource ↗
GPT-5.1-Codex-Mini63%2025-11-22independentSource ↗
Mistral Large 356.9%2025-11-21independentSource ↗
MoonshotAI: Kimi K2 Thinking63%2025-11-15independentSource ↗
MiniMax: MiniMax M263%2025-11-01independentSource ↗
Qwen: Qwen3 VL 8B Instruct60.1%2025-10-23independentSource ↗
GPT-5 Pro67.8%2025-10-15independentSource ↗
Qwen: Qwen3 VL 30B A3B Thinking60.1%2025-10-15independentSource ↗
Qwen: Qwen3 VL 30B A3B Instruct60.1%2025-10-15independentSource ↗
Claude Haiku 4.565.6%2025-10-10independentSource ↗
Claude Sonnet 4.567.8%2025-10-08independentSource ↗
Qwen: Qwen3 VL 235B A22B Instruct63%2025-10-02independentSource ↗
Qwen: Qwen3 Coder Flash60.1%2025-09-26independentSource ↗
Qwen: Qwen3 Next 80B A3B Instruct63%2025-09-20independentSource ↗
MoonshotAI: Kimi K2 090563%2025-09-13independentSource ↗
GPT-565.6%2025-08-16independentSource ↗
GPT-5 Mini63%2025-08-16independentSource ↗
GPT-5 Nano60.1%2025-08-16independentSource ↗
Claude 4.1 Opus67.8%2025-08-14independentSource ↗
Qwen: Qwen3 Coder 30B A3B Instruct60.1%2025-08-09independentSource ↗
Qwen: Qwen3 30B A3B Instruct 250760.1%2025-08-07independentSource ↗
Qwen: Qwen3 235B A22B Thinking 250765.6%2025-08-03independentSource ↗
Qwen: Qwen3 Coder 480B A35B60.1%2025-08-01independentSource ↗
ByteDance: UI-TARS 7B57%2025-07-31independentSource ↗
Qwen: Qwen3 235B A22B Instruct 250760.1%2025-07-30independentSource ↗
MoonshotAI: Kimi K2 071163%2025-07-20independentSource ↗
ByteDance Seed: Seed 1.6 Flash60.1%2025-07-04independentSource ↗
ByteDance Seed: Seed 1.663%2025-07-04independentSource ↗
MiniMax: MiniMax M163%2025-06-26independentSource ↗
Sarvam 105B63.2%2025-06-24independentSource ↗
o3 Pro67.8%2025-06-19independentSource ↗
Sarvam Vision (Document AI)56.2%2025-05-29independentSource ↗
Amazon Nova 2 Lite57.7%2025-05-27independentSource ↗
Amazon Nova 2 Lite62.2%2025-05-27independentSource ↗
Qwen: Qwen3 30B A3B60.1%2025-05-07independentSource ↗
Qwen: Qwen3 14B60.1%2025-05-07independentSource ↗
Qwen: Qwen3 32B60.1%2025-05-07independentSource ↗
o4 Mini High65.6%2025-04-25independentSource ↗
o365.6%2025-04-25independentSource ↗
o4 Mini65.6%2025-04-25independentSource ↗
Muse Wonder68.3%2025-04-24independentSource ↗
Muse Wonder Full71%2025-04-24independentSource ↗
GPT-4.165.6%2025-04-23independentSource ↗
GPT-4.1 Mini63%2025-04-23independentSource ↗
GPT-4.1 Nano60.1%2025-04-23independentSource ↗
Gemma 3 27B61.6%2025-04-21independentSource ↗
Nemotron 3 Ultra 550B65.1%2025-04-19independentSource ↗
Sarvam 30B59.7%2025-04-19independentSource ↗
Llama 4 Maverick61.6%2025-04-14independentSource ↗
Llama 4 Scout60.5%2025-04-14independentSource ↗
Gemini 2.5 Pro67.5%2025-04-03independentSource ↗
Gemini 2.5 Pro65.6%2025-04-03independentSource ↗
Gemini 2.5 Pro 06-0565.6%2025-04-03independentSource ↗
Microsoft-Decision-163.2%2025-03-31independentSource ↗
Nemotron 3 Super 120B60.8%2025-03-29independentSource ↗
OpenAI Decisions API67.1%2025-03-27independentSource ↗
Jev 1.1465.1%2025-03-23independentSource ↗
Krutrim-260.8%2025-03-21independentSource ↗
Reka Flash 357%2025-03-21independentSource ↗
Amazon Nova Premier 1.063.6%2025-03-19independentSource ↗
Amazon: Nova Premier 1.067.8%2025-03-19independentSource ↗
QwQ 32B58.3%2025-03-14independentSource ↗
Saaras v3 (Speech-to-Text)46.8%2025-03-10independentSource ↗
Bulbul v3 (Text-to-Speech)42.9%2025-03-10independentSource ↗
Phi-4-multimodal57.7%2025-03-09independentSource ↗
GPT-4.555%2025-03-08independentSource ↗
Claude 3.7 Sonnet69%2025-03-05independentSource ↗
Grok 361.2%2025-02-26independentSource ↗
Grok 3 Mini60.8%2025-02-26independentSource ↗
Phi-4-mini55.4%2025-02-24independentSource ↗
Perplexity: Sonar Deep Research65.6%2025-02-23independentSource ↗
Gemini 2.5 Flash (Thinking)64.4%2025-02-19independentSource ↗
Perplexity: Sonar Reasoning Pro65.6%2025-02-15independentSource ↗
Gemini 2.0 Pro57.3%2025-02-14independentSource ↗
Gemini 2.0 Flash53.4%2025-02-14independentSource ↗
Sonar Reasoning Pro65.9%2025-02-14independentSource ↗
Qwen: Qwen3 Coder Next60.1%2025-02-12independentSource ↗
o3-mini65.5%2025-02-09independentSource ↗
o3 Mini High65.6%2025-02-09independentSource ↗
o3 Mini65.6%2025-02-09independentSource ↗
Qwen 2.5 Max55.8%2025-02-06independentSource ↗
Qwen: Qwen2.5 VL 72B Instruct60.1%2025-02-04independentSource ↗
Qwen: Qwen-Plus60.1%2025-02-03independentSource ↗
Ollama DeepSeek-R1 (Q4_K_M)66.3%2025-01-31independentSource ↗
Perplexity: Sonar Pro Search67.8%2025-01-30independentSource ↗
Perplexity: Sonar Pro67.8%2025-01-30independentSource ↗
DeepSeek-R167.1%2025-01-29independentSource ↗
Gemini 2.0 Flash Thinking58.7%2025-01-29independentSource ↗
Kimi k1.555.4%2025-01-29independentSource ↗
R1 052863%2025-01-29independentSource ↗
MiniMax-Text-0155.4%2025-01-24independentSource ↗
MiniMax: MiniMax-0163%2025-01-24independentSource ↗
Codestral 25.0156.2%2025-01-23independentSource ↗
Phi-464.4%2025-01-17independentSource ↗
Phi 457%2025-01-17independentSource ↗
DeepSeek-V354%2025-01-04independentSource ↗
DeepSeek V3.2 Exp60.1%2025-01-04independentSource ↗
DeepSeek V3.1 Terminus60.1%2025-01-04independentSource ↗
DeepSeek V3.160.1%2025-01-04independentSource ↗
DeepSeek V3 032463%2025-01-04independentSource ↗
DeepSeek V363%2025-01-04independentSource ↗
o167.8%2024-12-26independentSource ↗
Sonar Pro61.2%2024-12-19independentSource ↗
Ollama Llama 3.3 (Q4_K_M)60.2%2024-12-17independentSource ↗
Llama 3.3 70B50.8%2024-12-15independentSource ↗
Llama 3.3 70B Instruct60.8%2024-12-15independentSource ↗
Llama 3.3 70B Instruct60.1%2024-12-15independentSource ↗
o157.7%2024-12-14independentSource ↗
o1-pro67.8%2024-12-14independentSource ↗
Amazon Nova Pro56.2%2024-12-12independentSource ↗
Amazon Nova Lite50.7%2024-12-12independentSource ↗
Amazon Nova Pro 1.059.4%2024-12-12independentSource ↗
Amazon Nova Lite 1.054.4%2024-12-12independentSource ↗
Amazon Nova Micro 1.049.5%2024-12-12independentSource ↗
Amazon: Nova Lite 1.060.1%2024-12-12independentSource ↗
Amazon: Nova Micro 1.057%2024-12-12independentSource ↗
Amazon: Nova Pro 1.065.6%2024-12-12independentSource ↗
Command R7B (12-2024)57%2024-12-10independentSource ↗
QwQ-32B62.4%2024-12-07independentSource ↗
Krutrim Pro57.7%2024-11-29independentSource ↗
GPT-4o65.6%2024-11-29independentSource ↗
Upstage: Solar Pro 460.1%2024-11-29independentSource ↗
Jev64%2024-11-24independentSource ↗
Sonar57.7%2024-11-24independentSource ↗
TypeSafe: Jev Router57%2024-11-24independentSource ↗
Perplexity: Sonar60.1%2024-11-24independentSource ↗
Qwen 2.5 Coder 32B57.7%2024-11-21independentSource ↗
Qwen2.5 Coder 32B Instruct60.1%2024-11-21independentSource ↗
Hunyuan-Large56.9%2024-11-14independentSource ↗
Claude 3.5 Haiku49.9%2024-11-13independentSource ↗
Claude 3.5 Sonnet56.8%2024-10-31independentSource ↗
Claude 3.5 Sonnet (v2)61.8%2024-10-31independentSource ↗
BharatGPT-14B54.6%2024-10-27independentSource ↗
Yi-Lightning56.6%2024-10-24independentSource ↗
Llama-3.1-Nemotron-70B-Instruct61.2%2024-10-24independentSource ↗
Claude 3.5 Sonnet49%2024-10-22vendor-reportedSource ↗
Llama 3.2 1B Instruct60.1%2024-10-04independentSource ↗
Llama 3.2 3B Instruct60.1%2024-10-04independentSource ↗
Qwen 2.5 72B Instruct63.2%2024-09-28independentSource ↗
Qwen: Qwen2.5 7B Instruct57%2024-09-28independentSource ↗
Qwen2.5 72B Instruct60.1%2024-09-28independentSource ↗
Switchyard57%2024-09-24independentSource ↗
Mistral Small 460.1%2024-09-24independentSource ↗
GPT Audio65.6%2024-09-24independentSource ↗
GPT Audio Mini63%2024-09-24independentSource ↗
Nemotron 3 Nano 30B A3B60.1%2024-09-24independentSource ↗
Devstral 2 251263%2024-09-24independentSource ↗
Ministral 3 14B 251257%2024-09-24independentSource ↗
Ministral 3 8B 251257%2024-09-24independentSource ↗
Ministral 3 3B 251257%2024-09-24independentSource ↗
Voxtral Small 24B 250760.1%2024-09-24independentSource ↗
gpt-oss-safeguard-20b60.1%2024-09-24independentSource ↗
Gemini 2.5 Flash Image63%2024-09-24independentSource ↗
Z.ai: GLM 4.663%2024-09-24independentSource ↗
Mistral Medium 3.163%2024-09-24independentSource ↗
Z.ai: GLM 4.5V63%2024-09-24independentSource ↗
gpt-oss-120b60.1%2024-09-24independentSource ↗
gpt-oss-20b57%2024-09-24independentSource ↗
Codestral 250860.1%2024-09-24independentSource ↗
Z.ai: GLM 4.563%2024-09-24independentSource ↗
Z.ai: GLM 4.5 Air60.1%2024-09-24independentSource ↗
Gemini 2.5 Flash Lite60.1%2024-09-24independentSource ↗
Hunyuan A13B Instruct60.1%2024-09-24independentSource ↗
Mistral Small 3.2 24B60.1%2024-09-24independentSource ↗
Gemini 2.5 Flash63%2024-09-24independentSource ↗
Mistral Medium 363%2024-09-24independentSource ↗
Llama Guard 4 12B57%2024-09-24independentSource ↗
Llama 4 Maverick60.1%2024-09-24independentSource ↗
Llama 4 Scout60.1%2024-09-24independentSource ↗
Mistral Small 3.1 24B60.1%2024-09-24independentSource ↗
Gemma 3 4B57%2024-09-24independentSource ↗
Gemma 3 12B57%2024-09-24independentSource ↗
Gemma 3 27B60.1%2024-09-24independentSource ↗
Saba60.1%2024-09-24independentSource ↗
Mistral Small 357%2024-09-24independentSource ↗
Mistral Nemo57%2024-09-24independentSource ↗
Gemma 2 27B60.1%2024-09-24independentSource ↗
Mixtral 8x22B Instruct65.6%2024-09-24independentSource ↗
GPT-4 Turbo67.8%2024-09-24independentSource ↗
Mistral Large65.6%2024-09-24independentSource ↗
GPT-3.5 Turbo (older v0613)63%2024-09-24independentSource ↗
GPT-3.5 Turbo Instruct63%2024-09-24independentSource ↗
GPT-3.5 Turbo 16k65.6%2024-09-24independentSource ↗
GPT-3.5 Turbo63%2024-09-24independentSource ↗
GPT-467.8%2024-09-24independentSource ↗
GLM-4-Plus55%2024-08-29independentSource ↗
Sarvam 2B (Sarvam-1)53%2024-08-23independentSource ↗
GPT-4o65.6%2024-08-15independentSource ↗
GPT-4o33.2%2024-08-13vendor-reportedSource ↗
Command R (08-2024)60.1%2024-08-10independentSource ↗
Gemma 2 2B40.6%2024-08-09independentSource ↗
Mistral Large 250.3%2024-08-02independentSource ↗
Mistral Large 258.5%2024-08-02independentSource ↗
Mistral Large 3 251263%2024-08-02independentSource ↗
Llama 3.1 405B52.3%2024-08-01independentSource ↗
Llama 3.1 70B Instruct60.1%2024-08-01independentSource ↗
Llama 3.1 8B Instruct57%2024-08-01independentSource ↗
GPT-4o mini45.2%2024-07-27independentSource ↗
GPT-4o-mini60.1%2024-07-27independentSource ↗
GPT-4o-mini60.1%2024-07-27independentSource ↗
ERNIE 4.0 Turbo53.8%2024-07-07independentSource ↗
Gemma 2 27B56.2%2024-07-06independentSource ↗
Gemma 2 9B50.7%2024-07-06independentSource ↗
Nemotron-4-340B-Instruct59.3%2024-06-23independentSource ↗
Nemotron-4-340B-Reward60.8%2024-06-23independentSource ↗
Hanooman 7B53%2024-05-24independentSource ↗
GPT-4o51.9%2024-05-22independentSource ↗
GPT-4o65.6%2024-05-22independentSource ↗
GPT-4o67.8%2024-05-22independentSource ↗
Snowflake Arctic52.3%2024-05-03independentSource ↗
WizardLM-2 8x22B58.5%2024-04-24independentSource ↗
DBRX Instruct53%2024-04-05independentSource ↗
Airavata 7B49.9%2024-02-03independentSource ↗
IndicTrans-239%2023-09-24independentSource ↗
Nemotron 3 Super60.1%2023-03-20independentSource ↗

Human Baseline & Difficulty Horizon

Calibrated human reference points, specialist benchmarks, and ceiling thresholds.
Measured Human Score78.4%Domain Expert Baseline
Baseline Protocol & Interpretation

Senior software engineers solving unit-tested GitHub pull request issues without prior codebase familiarity.

Metric & Scoring Methodology

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

Dataset & Compute Cost

Evaluation volume, public availability, API pricing, and local hardware requirements.
Total Dataset Size500Annotated 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-verified --batch_size auto
Option BOpenCompass Evaluation Framework
opencompass --datasets swe-bench-verified --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 Verified, 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:HIGH
Refresh Cadence:

Static fixed snapshot

Test Set Exposure:

Public on web / HuggingFace