inclusionAI: Ling 3.0 Flash Fin is InclusionAI's model, and its measured tokenizer sits in InclusionAI's own signature group alongside its sibling models. No other maker's measured model shares it so far.
| Signal | Result | Reference |
|---|---|---|
| Tokenizer signature | Exact match with 4 other models | tk_fc5a4585 |
| API surface | No other entry shares this exact contract | api_6612fe46 |
| Context and output | 262,144 context · 235,929 max output | declared |
| Reasoning contract | Optional | declared |
| Serving providers observed | DeepInfra | measured 3 September 2026 |
Click a row to open the full comparison.
An x marks a row excluded as corrupt (caching or provider interference detected during measurement). Overhead subtracted: 20 prompt tokens.
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...
Supported parameters
frequency_penaltyinclude_reasoninglogit_biasmax_tokensmin_ppresence_penaltyreasoningrepetition_penaltyseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_p
defaults: {}
Cite this page as the evidence record for inclusionAI: Ling 3.0 Flash Fin: the URL is stable, measurements are dated, and revisions append to the history above. Method: tokenizer fingerprinting, v1, 50 strings.
