Head to head
Kev 0.8B scores 63.6 and Naluri-308M 61.0 on the System One Index. Kev 0.8B is more accurate on 8 of 16 text datasets, Naluri-308M on 8. Same cases, same request, same scorer.
| Kev 0.8B | Naluri-308M | |
|---|---|---|
| System One Index | 63.6 | 61.0 |
| English | 71.0 | 59.3 |
| Arabic | 54.9 | 61.9 |
| Vision Index | – | – |
| Calibration error | 4.3% | 5.7% |
| Median latency | – | – |
| Cost per 1,000 calls | – | – |
| Kev 0.8B | Naluri-308M | |
|---|---|---|
| AG News English | 91.0 | 79.5 |
| SST-2 English | 90.0 | 68.5 |
| SST-5 English | 47.0 | 28.0 |
| DAIR Emotion English | 56.0 | 84.0 |
| Banking77 English | 80.5 | 27.0 |
| BoolQ English | 76.0 | 56.5 |
| XNLI English English | 81.3 | 76.0 |
| Typed decisions English | 46.3 | 54.7 |
| XNLI French French | 66.0 | 68.0 |
| XNLI Arabic Arabic | 58.7 | 56.7 |
| MASSIVE scenario Arabic | 38.5 | 63.5 |
| MASSIVE intent Arabic | 51.5 | 65.5 |
| OSACT4 offensive Arabic | 49.0 | 79.5 |
| Tweet sentiment Arabic | 57.0 | 58.0 |
| MIRACL rerank Arabic | 62.5 | 34.0 |
| MIRACL pairwise Arabic | 67.0 | 76.0 |
Model pages: Kev 0.8B · Naluri-308M. Latency for API models is the median per call through OpenRouter, timed from one machine.