Horangi 4 - GLP - Coding: leaderboard

Coding category of the Horangi Korean LLM Leaderboard 4 (W&B Korea): the mean of SWE-bench Verified (80 tasks), HumanEval (100 problems) and BigCodeBench (100 tasks) pass rates. 0-100, higher is better. Runs whose category predates HumanEval-100 and BigCodeBench-100 (SWE-bench alone) are omitted.

Metric: Score (%). Source: horangi.ai. Saturation forecast: Around April 2027. 61 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 5 (High)77.75#20 (Claude Fable 5)
2GPT-5.4 (2026-03-05) (xHigh)76.92#63 (GPT-5.4 (2026-03-05))
3GPT-5.5 (xHigh)76.33#33 (GPT-5.5)
4GPT-5.6 Sol (Max)76#22 (GPT-5.6 Sol)
5GPT-5.4 Mini (2026-03-17) (xHigh)75.17#180 (GPT-5.4 Mini (2026-03-17))
6Qwen 3.7 Plus74.45#98
7Gemini 3 Pro (Preview) (High)74.25#71 (Gemini 3 Pro (Preview))
8Gemini 3.1 Pro (Preview) (High)73.17#64 (Gemini 3.1 Pro (Preview))
9GPT-5.6 Terra (Max)72.58#40 (GPT-5.6 Terra)
10Gemini 3.5 Flash72.52#66
11Claude Opus 4.8 (High)72.5#39 (Claude Opus 4.8)
12Qwen 3.7 Max72.23#85
13Grok 4.2072.13#179
14Claude Opus 4.6 (High)71.66#67 (Claude Opus 4.6)
15Grok 4.570.34#54

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=horangi-4-glp-coding · How It Works · Data refreshed daily, snapshot 2026-11-05.