SWE-bench Multilingual

SWE-bench Multilingual extends SWE-bench to multiple programming languages beyond Python.

Category

Agentic Coding

Max Score

100.0

Score Type

percent

Active

Yes

Model Scores

Scores for SWE-bench Multilingual

Model Score Date Verified
Qwen3.6-35B-A3B
73.61%
16.04.2026 Verified
Gemma4-31B-it
55.27%
16.04.2026 Unverified
Qwen3.5-35B-A3B
65.44%
16.04.2026 Unverified
Gemma4-26B-A4B
14.56%
16.04.2026 Unverified
Qwen3.6-27B
78.46%
22.04.2026 Verified
Qwen3.5-397B-A17B
76.09%
22.04.2026 Unverified
Claude 4.5 Opus
85.80%
22.04.2026 Unverified
Qwen3.5-27B
76.09%
16.04.2026 Unverified
Ornith-1.0-9B
55.62%
25.06.2026 Verified
Gemma4-12B
32.54%
25.06.2026 Unverified
Ornith-1.0-35B
76.09%
25.06.2026 Verified
NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16
74.20%
04.06.2026 Verified
MiniMax-M2.7
79.05%
04.06.2026 Unverified
GLM-5.1
82.60%
04.06.2026 Unverified
Kimi K2.6
85.33%
04.06.2026 Unverified
DeepSeek-V4-Pro
84.62%
04.06.2026 Unverified
DeepSeek-V4-Flash
80.83%
26.06.2026 Verified
DeepSeek-V3.2
67.81%
03.02.2026 Verified
GLM-4.7
69.47%
03.02.2026 Verified
MiniMax M2.1
72.43%
03.02.2026 Verified
Ornith-1.5-35B-A3B
78.58%
19.08.2026 Verified
Ornith-1.0-35B-A3B
76.09%
19.08.2026 Unverified
Gemma-4-31B
55.27%
19.08.2026 Unverified
Claude Opus 4.6
86.15%
23.08.2026 Verified
Gemini 3.1 Pro
85.09%
23.08.2026 Verified
Kimi K2.5
80.47%
23.08.2026 Verified
Opus-4.6
85.80%
26.06.2026 Verified
DeepSeek-V4-Pro
84.26%
26.06.2026 Verified
Qwen3.8-27B
81.42%
26.08.2026 Unverified
Qwen3.7-Plus
83.79%
26.08.2026 Unverified
Claude-Opus-4.6 (Max)
85.80%
26.08.2026 Unverified
Hy4 preview
92.19%
28.08.2026 Verified
DeepSeek V4 Pro
85.56%
28.08.2026 Verified
Qwen3.8-2.4T-A95B
91.83%
28.08.2026 Verified
GLM-5.3
90.30%
28.08.2026 Verified
Kimi K3
89.70%
28.08.2026 Verified
GPT-5.6 Sol
81.78%
28.08.2026 Verified
Spark-X2.5-4B
57.16%
— Verified
Spark-X2.5-1.7B
21.66%
— Verified
Qwen3.5-4B
26.86%
— Verified
Qwen3.5-2B
5.00
— Verified
Qwen3.5-9B
45.33%
25.06.2026 Verified
Qwen3-Coder-Next
68.40%
03.02.2026 Verified
Qwen3.8-Flash-Next
89.94%
26.08.2026 Verified
Hy3
83.79%
28.08.2026 Verified
Claude Opus 5
100.00%
28.08.2026 Verified