Model profile
Ling 3.0 Flash
Evidence summary
Safety. Ling 3.0 Flash does not meet the evidence gate for a Safety rank. Published Safety evidence spans 2 eval lineages and 4 of 7 components. Its strongest relative result is AA-Omniscience (hallucination_rate, #68 of 358); its weakest is Enkrypt AI Safety Leaderboard (cbrn_attack_non_success_rate, #265 of 270).
Freedom. Ling 3.0 Flash has an estimated Freedom rank of #474; its 90% source-sensitivity interval is #271–#571. Published Freedom evidence spans 2 eval lineages and 1 of 1 components. Its strongest relative result is Enkrypt AI Safety Leaderboard (cbrn_attack_non_success_rate, #5 of 270); its weakest is Enkrypt AI Safety Leaderboard (harmful_attack_non_success_rate, #214 of 270).
Compare this model
Only models sharing at least one published sub-eval are listed.
Official and reference links
- Artificial Analysis ↗ling-3-0-flash
- Hugging Face ↗inclusionAI/Ling-3.0-flash
- OpenRouter ↗inclusionai/ling-3.0-flash
- Official model page ↗Family-level model document · inclusion ai · first party
- Release source ↗repository created at proxy
Finetunes
Direct finetunes linked to this canonical base model. Quantized and repackaged derivatives are excluded.
Blackfrost-AI/LING-3.0-FLASH-ABLITERATED ↗Direct non-quantized finetune documented by Hugging Face metadata
Safety evals
Rank and direction are specific to the Safety portfolio. Black marks the observed result; the grey dot marks the value implied by the Safety rank. Values stay on each source’s native scale.
| Eval / sub-eval | Rank | Value | Distribution | Source |
|---|---|---|---|---|
| AA-Omnisciencehallucination_rate | #68 / 358 | ↓0.4405 | Source ↗official | |
| Enkrypt AI Safety Leaderboardbias_attack_non_success_rate | #214 / 270 | ↑11.89 | Source ↗official | |
| Enkrypt AI Safety Leaderboardcbrn_attack_non_success_rate | #265 / 270 | ↑47.33 | Source ↗official | |
| Enkrypt AI Safety Leaderboardharmful_attack_non_success_rate | #55 / 270 | ↑93.89 | Source ↗official | |
| Enkrypt AI Safety Leaderboardtoxicity_attack_non_success_rate | #85 / 268 | ↑97.82 | Source ↗official |
Freedom evals
Rank and direction are specific to the Freedom portfolio. Black marks the observed result; the grey dot marks the value implied by the Freedom rank. Values stay on each source’s native scale.
| Eval / sub-eval | Rank | Value | Distribution | Source |
|---|---|---|---|---|
| Enkrypt AI Safety Leaderboardcbrn_attack_non_success_rate | #5 / 270 | ↓47.33 | Source ↗official | |
| Enkrypt AI Safety Leaderboardharmful_attack_non_success_rate | #214 / 270 | ↓93.89 | Source ↗official | |
| Enkrypt AI Safety Leaderboardtoxicity_attack_non_success_rate | #181 / 268 | ↓97.82 | Source ↗official | |
| SpeechMap model completioncomplete_pct | #129 / 181 | ↑44.4 | Source ↗official |