| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-context Reasoning | LongReason Average across 16k-64k | Accuracy54.2 | 36 | |
| Long-context Reasoning | LongReason 64k prefill length | Accuracy53.02 | 36 | |
| Long-context Reasoning | LongReason 32k prefill length | Accuracy53.9 | 36 | |
| Long-context Reasoning | LongReason 16k prefill length 1.0 (test) | Accuracy55.67 | 36 | |
| Long-context reasoning | LongReason 64K-input 70K context | Accuracy71.25 | 34 | |
| Long-context reasoning | LongReason | Accuracy (32K Context)86.6 | 21 | |
| Long-context reasoning | LongReason | Score86.9 | 18 | |
| Multi-choice reasoning | LongReason | Accuracy (32k)84.13 | 17 | |
| Question Answering | LongReason | Acc72.3 | 15 | |
| Synthetic Long-context Reasoning | LongReason | Accuracy84.89 | 12 | |
| RL Training | LongReason | Peak Memory (GB)80 | 6 | |
| Reasoning | LongReason (val) | Accuracy (val)79.3 | 4 |