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SWE-bench Verified Leaderboard | GenAiHub

Code & Software Engineering

Epoch live leaderboard

SWE-bench Verified

Human-validated software engineering issues from real-world Python repositories.

Published source(opens in a new tab)

Metric

Accuracy

Results shown

33

Publisher

Epoch AI live leaderboard

Snapshot

Fetched 2026-09-17T23:25:28.685Z

33 of 33 models

Claude 3.7 Sonnet

Claude Opus 4

Claude Opus 4.1

Claude Opus 4.5 (no thinking)

Claude Opus 4.6 (no thinking)

Claude Opus 4.7 (max)

Claude Sonnet 4.5 (no thinking)

Claude Sonnet 4.6 (no thinking)

DeepSeek v4 (max)

Gemini 2.5 Pro

Gemini 3 Flash Preview

Gemini 3 Pro Preview

Gemini 3.1 Pro Preview (Custom tools)

Gemini 3.5 Flash (high)

GLM-5

GLM-5.1

GLM-5.2 (max)

GPT-4.1

GPT-4o (Nov 2024)

GPT-5 (high)

GPT-5 (medium)

GPT-5 mini (medium)

GPT-5.1 (high)

GPT-5.2 (high)

GPT-5.3 Codex (high)

GPT-5.4 (high)

GPT-5.5 (xhigh)

Kimi K2.5

Kimi K2.6

o3 (medium)

Qwen3.6 Max Preview (thinking)

Qwen3.6 Plus (thinking)

Qwen3.7 Max

33 of 33 models

Higher is better

25

50

75

100

83

Claude Opus 4.7 (max)

81

GPT-5.5 (xhigh)

79

Gemini 3.5 Flash (high)

79

Claude Opus 4.6 (no thinking)

79

GLM-5.2 (max)

78

DeepSeek v4 (max)

77

Qwen3.7 Max

77

GPT-5.4 (high)

77

Qwen3.6 Max Preview (thinking)

77

Kimi K2.6

77

Claude Opus 4.5 (no thinking)

76

Gemini 3.1 Pro Preview (Custom tools)

75

Gemini 3 Flash Preview

75

Claude Sonnet 4.6 (no thinking)

75

GPT-5.3 Codex (high)

74

GLM-5.1

74

Kimi K2.5

74

GPT-5.2 (high)

74

GPT-5 (high)

73

Claude Opus 4.1

73

Gemini 3 Pro Preview

72

GLM-5

71

GPT-5 (medium)

71

Claude Sonnet 4.5 (no thinking)

71

Claude Opus 4

68

GPT-5.1 (high)

65

GPT-5 mini (medium)

62

o3 (medium)

61

Claude 3.7 Sonnet

58

Qwen3.6 Plus (thinking)

58

Gemini 2.5 Pro

49

GPT-4.1

31

GPT-4o (Nov 2024)

List bars visualize relative performance. Plot bars use published 0–100 scores, shrink to a 1.5rem minimum, then scroll horizontally.

Scores are published snapshots and are only comparable within the same benchmark, version, metric, and evaluation configuration.