Ring-2.6-1T: benchmark results
InclusionAI's open 1T-parameter reasoning MoE (63B active), the reasoning counterpart to Ling-2.6-1T. Provider: InclusionAI. Released 2026-05-08. Access: Open.
Aggregate Rating 1719 ± 19, rank #160 of 1656 rated models, from 96 benchmark results.
Strongest benchmark results
| Benchmark | Score | Metric | Percentile |
|---|---|---|---|
| Tinybird AI SQL Benchmark - First-Attempt Success Rate | 100 | Questions answered with a valid query on the first attempt ( | 94 |
| AA Omniscience - Software Engineering (SWE) - Python | 36.36 | Accuracy (%) | 88.1 |
| AA TAU-2 Bench | 92.4 | Accuracy (%) | 87.9 |
| AA Omniscience - Software Engineering (SWE) - R | 29.79 | Accuracy (%) | 87.7 |
| Tau2-Bench Telecom | 92.4 | Success Rate (%) | 87.7 |
| AA Omniscience - Software Engineering (SWE) - Swift | 52 | Accuracy (%) | 86.7 |
| AA Omniscience - Software Engineering (SWE) - Kotlin | 32 | Accuracy (%) | 86.5 |
| AA Omniscience - Software Engineering (SWE) - HTML | 48 | Accuracy (%) | 85.8 |
| AA Omniscience - Software Engineering (SWE) - C | 54 | Accuracy (%) | 85.3 |
| AA Omniscience - Software Engineering (SWE) - TypeScript | 38.89 | Accuracy (%) | 85 |
| AA Omniscience - Software Engineering (SWE) - Java | 24 | Accuracy (%) | 83.3 |
| AA Omniscience - Software Engineering (SWE) - PHP | 36 | Accuracy (%) | 81.4 |
Interactive version: theaggregate.ai/model?slug=ring-2-6-1t · How It Works · Data refreshed daily, snapshot 2026-10-20.