Multi-LCB - Pass@5 T0.6 - PHP: leaderboard

Evaluates code generation across 12 programming languages. Appendix Table 8 reports pass@5 at temperature 0.6, distinct from the headline pass@1 experiment. Reasoning mode and effort identifiers are retained. This series reports Multi-LCB - Pass@5 T0.6 - PHP using Pass@5 (%). Source: the original paper result table.

Metric: Pass@5 (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 25 models tracked.

Top models

#ModelScoreOverall rank
1GPT-OSS-120B (Medium)82.1#346 (GPT-OSS-120B)
2GPT-OSS-20B (Medium)77.9#523 (GPT-OSS-20B)
3Qwen 3 32B (Thinking)67.1#449 (Qwen 3 32B)
4Qwen 3 235B A22B (Thinking)67#323 (Qwen 3 235B A22B)
5GPT-OSS-120B (Low)65.7#346 (GPT-OSS-120B)
6Qwen 3 30B A3B (Thinking)60.1#496 (Qwen 3 30B A3B)
7Qwen 3 14B (Reasoning)58.7#542 (Qwen 3 14B)
8GPT-OSS-20B (Low)55.7#523 (GPT-OSS-20B)
9Qwen 3 8B (Thinking)49.3#678 (Qwen 3 8B)

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

Interactive version: theaggregate.ai/benchmark?slug=multi-lcb-pass-5-t0-6-php · How It Works · Data refreshed daily, snapshot 2026-11-05.