inclusionAI: Ling 3.0 Flash Fin
by Inclusion AItext->text1 endpoint
Neura Intelligence Index
29.4/ 100
Rank
#264—
Confidence
lowBenchmarks
1(3% coverage)
Overview
Ling 3.0 Flash Fin is a finance-focused mixture-of-experts model from InclusionAI, built on Ling 3.0 Flash with 5.1B active parameters out of 124B total. It is designed for real-world investment workflows that require complex multi-step tasks and long-horizon planning and execution, while retaining general capabilities in reasoning, coding, and mathematics.
Capabilities
Text generation
Tool use / Function calling
Extended reasoning
Prompt caching
Long context
Top-P sampling
Stop sequences
Deterministic seed
Modalities
Input
Text
Output
Text
Technical Specifications
Context Window
262.1K tokens
Max Output
235.9K tokens
Tokenizer
Other
Uptime (24h)
10000.0%
Parameters
124000000000B
License
unknownOpen Weights
Release Date
September 3, 20262w
Supported Parameters
frequency_penaltyinclude_reasoninglogit_biasmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_p
Performance Over Time
Pricing
Per 1M tokens
Input$0.06
Output$0.18
Cache read$0.01
Added
August 27, 2026
Last synced 9/20/2026