Ling 3.0 Flash Fin ling-3.0-flash-fin
inclusionai · ling
#24 overall
- params
- 127.5B
- arch
- moe
- license
- mit open weights
- released
- Sep 2026
- downloads/30d
- 1.8k
# 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.
# why ranked
Overall: #24 — score 74.7 ● low — a single signal; treat with caution
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.70 | 71.5 |
| bench_composite | 0.30 | 82.2 |
benchmark panel evidence:
| complete panel | score (0–100) |
|---|---|
| aa-coding-v1 | 82.2 |
Coding: provisional — score 72.1 ● 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_coding | 0.30 | 72.1 |
| aider_polyglot | 0.30 | — |
| swe_bench_verified | 0.40 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
# trend
methodology changed during this history window; score movement across that boundary is not model movement. See methodology v6.
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| AA Coding Index | 55.6 | Artificial Analysis | — |
| AA Intelligence Index | 22.6 | Artificial Analysis | — |
| Apex-agents | 0.3 / 1 | LLM Stats | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M cache | price src | tps | uptime | ✓ |
|---|---|---|---|---|---|---|---|---|---|
| Novita | 256k | $0.07 | $0.22 | — | novita | 105 | — | ✓ |
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