Ling 3.1 Flash ling-3.1-flash
inclusionai · ling
unranked — no quality signals yet
- params
- 572.1B
- arch
- moe
- context
- 256k
- license
- mit open weights
- released
- Oct 2026
- downloads/30d
- 4.2k
# architecture
- layers
- 72
- d_model
- 4096
- heads
- 64q / 64kv
- 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.
# why ranked
Overall: provisional — score 95.1 ● low — a single signal; treat with caution
provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.70 | 95.1 |
| bench_composite | 0.30 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
# trend
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| AA Intelligence Index | 41.1 | Artificial Analysis | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M cache | price src | tps | uptime | ✓ |
|---|---|---|---|---|---|---|---|---|---|
| DeepInfra | fp4 | 256k | $0.30 | $0.90 | — | deepinfra | — | 100.0% | ✓ |
| Novita | unknown | 256k | $0.30 | $0.90 | — | novita | — | 100.0% | ✓ |
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-3.1-flash