Coding Reasoning on LiveCodeBench v5
70.8AccuracyApriel-Reasoner (Ours)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Apriel-Reasoner (Ours)Size=15B2026.04 | 70.8 | 7,400 | |
| Nemotron-CascadeSize=14B2026.04 | 70.7 | 16,000 | |
| Apriel-Base + RLVR w/ LPSize=15B, Length Penalty (LP)=true2026.04 | 67.7 | 7,000 | |
| Qwen3Size=14B2026.04 | 65.9 | 12,200 | |
| Apriel-BaseSize=15B2026.04 | 61.4 | 14,900 | |
| Phi-4-reasoningSize=14B2026.04 | 56.9 | 14,400 |