Question Answering on ATE-Bench Q&A suite (Q1–Q12)
54Agent TurnsMegatron-LM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Megatron-LMQuestion ID=Q2, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 54 | 41,200 | 10,700 | |
| Megatron-LMQuestion ID=Q5, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 48 | 46,500 | 10,700 | |
| Megatron-LMQuestion ID=Q4, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 36 | 41,300 | 10,000 | |
| Megatron-LMQuestion ID=Q9, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 34 | 45,200 | 7,600 | |
| Megatron-LMQuestion ID=Q1, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 33 | 45,800 | 9,000 | |
| TorchTitanQuestion ID=Q2, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 28 | 43,500 | 7,800 | |
| TorchTitanQuestion ID=Q4, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 26 | 39,700 | 6,900 | |
| PithTrainQuestion ID=Q5, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 21 | 33,800 | 4,600 | |
| Megatron-LMQuestion ID=Q8, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 20 | 30,800 | 4,700 | |
| TorchTitanQuestion ID=Q5, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 19 | 41,700 | 4,800 | |
| Megatron-LMQuestion ID=Q10, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 19 | 37,800 | 5,900 | |
| TorchTitanQuestion ID=Q1, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 18 | 44,300 | 7,100 | |
| PithTrainQuestion ID=Q2, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 18 | 35,900 | 5,400 | |
| Megatron-LMQuestion ID=Q12, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 18 | 37,100 | 5,100 | |
| TorchTitanQuestion ID=Q10, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 17 | 38,800 | 5,100 | |
| PithTrainQuestion ID=Q4, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 16 | 31,100 | 5,200 | |
| TorchTitanQuestion ID=Q9, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 16 | 38,600 | 6,000 | |
| PithTrainQuestion ID=Q9, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 16 | 37,000 | 5,100 | |
| PithTrainQuestion ID=Q1, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 15 | 33,400 | 4,100 | |
| Megatron-LMQuestion ID=Q3, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 14 | 31,300 | 3,400 | |
| TorchTitanQuestion ID=Q3, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 14 | 36,100 | 3,500 | |
| PithTrainQuestion ID=Q7, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 14 | 31,500 | 4,200 | |
| PithTrainQuestion ID=Q3, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 13 | 34,100 | 3,400 | |
| Megatron-LMQuestion ID=Q6, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 12 | 36,400 | 4,500 | |
| TorchTitanQuestion ID=Q7, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 12 | 30,000 | 3,400 | |
| PithTrainQuestion ID=Q6, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 11 | 27,900 | 3,300 | |
| TorchTitanQuestion ID=Q8, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 11 | 32,700 | 3,500 | |
| PithTrainQuestion ID=Q10, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 11 | 29,400 | 2,900 | |
| Megatron-LMQuestion ID=Q11, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 10 | 31,300 | 3,100 | |
| PithTrainQuestion ID=Q12, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 10 | 31,100 | 2,600 | |
| Megatron-LMQuestion ID=Q7, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 9 | 31,500 | 2,600 | |
| PithTrainQuestion ID=Q8, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 9 | 28,700 | 3,200 | |
| TorchTitanQuestion ID=Q11, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 8 | 30,100 | 2,500 | |
| PithTrainQuestion ID=Q11, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 6 | 25,600 | 2,000 | |
| TorchTitanQuestion ID=Q12, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 5 | 33,900 | 2,200 | |
| TorchTitanQuestion ID=Q6, Agent Model=Claude Code (Opus 4.7), Effort Level=xhigh2026.05 | 4 | 29,900 | 2,300 |