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Classify · Released Sep 2026

Together AI Tev1 4B

Together AI's experimental decision model, fine-tuned from Qwen3.5 4B for routing, triage and policy checks, with open weights.

Together AI's Tev1 4B is a cloud decision model. It reads a piece of text and answers typed questions about it, such as a choice between labels, a yes or no, or a score on a scale, with a probability for every option instead of written text. It reads up to 33K input tokens per request. It runs through OpenRouter using your own API key, from $0.042 per million input tokens. It also runs on your own hardware through Ollama, with no API key and no per-use fees.

Modality
Classify
Available on
Model ID
togethercomputer/tev1-4bollama:tev1:4b
Supported OS
macOSWindowsLinux
Minimum machine configuration
8 GB RAM · text · CPU/GPU
Download size · ~4.5 GB
Specs
Released
Sep 2026
Pricing
$0.042 / 1M in · $0.00 / 1M out
Answers
Choice, yes/no, score
Context window
33K in
Samples

Examples

Answered by Tev1 4B via OpenRouter. A decision model returns probabilities, not prose, so each card shows how sure it was about every option. The same four questions run against every Classify model in the catalog.

Ticket triageChoice

Hi, I was charged twice for my March subscription. Can you refund the duplicate payment before the end of the week?

Which team should handle this support ticket?

  • Payments, invoices and refunds100%
  • Errors or broken features in the product0%
  • Login, passwords and account settings0%
  • Plans, pricing questions and upgrades0%
Prompt routingChoice

海辺のカフェの写実的な写真、夕暮れ、35mmフィルム風

What kind of image does this prompt ask for? It can be in any language.

  • A logo or brand mark0%
  • A photorealistic shot96%
  • Drawn, painted or stylised art2%
  • Anything else2%
Request or questionYes / no

What is a vector database, and when would a small team need one? I'm not asking you to build anything yet.

Does this message ask the assistant to create or generate something?

  • Yes: it asks for something to be made1%
  • No: it asks a question or wants an explanation99%
UrgencyScore

Checkout has returned an error for every customer since 9am and we are losing orders. Please look now.

How urgent is this message?

Score 2.96 on a 0 to 3 scale
  • Can wait for the next release0%
  • Should be handled this week0%
  • Should be handled today4%
  • Needs attention right now96%
About the creator

Together AI

Together AI runs a cloud for open-source models and releases its own open-weight models, including the Tev1 decision models fine-tuned from Qwen3.5.

www.together.ai ↗
More from Together AI

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