KnowLine 31B Gen1 Release - Vision Official Suite - RealWorldQA: leaderboard
KnowLine 31B Gen1 Release - Vision Official Suite - RealWorldQA: Native benchmark percentage or index (0-100). KnowLine-31B-Gen1 official card: trained dense Gemma4-31B-it, merged BF16 LoRA then 0.75 fine-tune+0.25 base weight blend. Native read-twice serving and card calibration retained. Owner-run private-language, Decision Index 0.3 areas, Mind2Web and public vision evaluations. Reconstructed vision subset is explicitly separate from the official vision suite; no population equivalence inferred. Other source-comparator models and DI 0.4.1 numbers are not copied.
Metric: Native benchmark percentage or index (0-100). Source: huggingface.co. 1 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | KnowLine-31B-Gen1 | 55.9 |
Interactive version: theaggregate.ai/benchmark?slug=knowline-31b-gen1-release-vision-official-suite-realworldqa · How It Works · Data refreshed daily, snapshot 2026-11-12.