Ling 3.0 Flash Fin ling-3.0-flash-fin
inclusionai · ling
unranked — no quality signals yet
- params
- 127.5B
- arch
- moe
- license
- mit open weights
- released
- Sep 2026
- downloads/30d
- 1.9k
# architecture
- layers
- 42
- d_model
- 2560
- heads
- 32q / 32kv
- head dim
- 128
- experts
- top-8 of 512 + 1 shared
- vocab
- 157184
- family
- bailing_hybrid
signal path of one layer, generated from the registry's structured fields — dimension lines quote the model's real numbers; an MoE trace forks at the router, a dense trace runs straight through. Geometry fields come from the repo's config.json.
# trend
methodology changed during this history window; score movement across that boundary is not model movement. See methodology v6.
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| Apex-agents | 0.3 / 1 | LLM Stats | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M cache | price src | tps | uptime | ✓ |
|---|---|---|---|---|---|---|---|---|---|
| DeepInfra | 256k | $0.06 | $0.18 | — | via hfrouter | 34 | — | ||
| Novita | 256k | $0.07 | $0.22 | — | novita | 114 | — | ✓ |
sorted by blended price ((3·input + output) / 4 per 1M) · ✓ = the provider's own catalog confirms the offer · "via …" prices are what the aggregator routing the offer charges, not the provider's own list price
source aliases
- openrouter
inclusionai/ling-3.0-flash-fin