Ling-3.0-flash
inclusionAI/Ling-3.0-flash
127.5BLing4 Heretic artifacts1 measured conversions5.3K downloads
- KL divergence
- 0.053
- Refusals
- 0/100
- Refusal rate
- 0%
- Downloads
- 5.3K
Evidence from the model card
| KL divergence | 0.0526 | | Refusals | 0/100 |
Metrics published by the author. Why this ranks first.
All measured versions
Higher score is better. One row per ablation attempt; artifacts of the same attempt are grouped under it.
| # | Author | Params | KL | Refusals | Score | Evidence | Downloads |
|---|---|---|---|---|---|---|---|
| 1 | trohrbaugh | 127.5B | 0.053 | 0/1000% | 97.5 | BestParetoGGUFSAFETENSORS | 5.3K |
All artifacts (4)
| Repository | Type | Formats | Metrics | Downloads | Updated |
|---|---|---|---|---|---|
| Ling-3.0-flash-heretic-i1-GGUF mradermacher | quant | GGUFIQ3_M | inheritedKL 0.053 | 2.3K | 2026-08-23 |
| Ling-3.0-flash-heretic-GGUF mradermacher | quant | GGUFIQ4_XS | inheritedKL 0.053 | 1.3K | 2026-08-22 |
| Ling-3.0-flash-heretic trohrbaugh | heretic | SAFETENSORS | published (weak match)KL 0.053 | 885 | 2026-09-07 |
| Ling-3.0-flash-heretic-MXFP4_MOE-GGUF noctrex | quant | GGUF | published (weak match)KL 0.053 | 806 | 2026-08-17 |