Ling-3.1-flash-1019

inclusionai/ling-3.1-flash-1019

An updated Ling-3.1-flash checkpoint with further post-training, a hybrid-linear mixture-of-experts architecture, 560B total parameters and 25B active parameters per token.

Compare

Context window: 1M
Input: Text
Output: Text
Released: —

Model parameters: 560B
Active parameters: 25B
Weights: Open
License: MIT

Pricing

No official pricing available.

Estimate usage cost

Compare verified public prices for this exact model and region. Enter uncached input and cache usage separately. Estimates exclude unspecified fees, credits and currency conversion. Set requests to zero to estimate token charges only.

Input tokens

Output tokens

Cache read tokens

Cache write tokens

Requests

Context tokens (optional)

Currency

Batch processing

Performance

Overall capability

58.0/100

Coding: 63.2
Reasoning: 61.5
Professional work: 67.8
Knowledge & language: 53.1


SciCodeLing 3.1 Flash 1019	Coding	Artificial Analysis	2026-11-05
GDPval-AA	Professional work	Artificial Analysis	2026-11-05
CritPtLing 3.1 Flash 1019	Reasoning	Artificial Analysis	2026-11-05
Terminal-Bench Science · AALing 3.1 Flash 1019	Reasoning	Artificial Analysis	2026-11-05
AA-LCRLing 3.1 Flash 1019	Knowledge & language	Artificial Analysis	2026-11-05
Humanity’s Last ExamLing 3.1 Flash 1019	Reasoning	Artificial Analysis	2026-11-05
AA-Briefcase	Professional work	Artificial Analysis	2026-11-05
MLCR-AA（Artificial Analysis）Ling 3.1 Flash 1019	Knowledge & language	Artificial Analysis	2026-11-05

Providers

No providers found

ModelRegistry · Catalog updated 2026-11-05