Models Model details

Togethercomputer

Together: Tev1 4B Experimental

togethercomputer/tev1-4b-experimental

Tev1 4B Experimental is an experimental decision model from Together AI, a supervised fine-tune of Qwen3.5-4B trained to choose one option from a structured state, question, and list of 2-24 labeled options. It keeps Qwen's standard next-token head, so it is served through the regular chat completions API rather than a dedicated decisions runtime. Send a system instruction followed by a JSON decision containing `state`, `question`, and `options`. The model returns a single option letter, which application code maps back to the option key. Recommended settings are `temperature: 0`, `max_tokens: 8`, and thinking disabled. It is intended for routing, classification, and policy checks, not generic chat. Together publishes the full data recipe and training code so teams can fine-tune their own variant.

Input
$0.042

/ 1M tokens · Token reference

Output
$0

/ 1M tokens · Token reference

Context window
32.77K

tokens

Decisions output · Token reference fields do not establish an output-unit price.

Limits

Context

32,768

tokens

Max output

8

0.0% of the context window

Parameters

4,659,865,088

Model facts

Author

Togethercomputer

Tokenizer

Qwen3

Modality

Text -> Decisions

Created

Sep 30, 2026

Hugging Face

togethercomputer/Tev1-4B-experimental

Publication status

Hugging Face: verifiedLicense: not publishedParameter count: published

Modalities

Input · TextOutput · Decisions