Average Ratings 0 Ratings
Average Ratings 0 Ratings
Description
Solar Decide is Upstage's decision-making framework that acts as a System One endpoint on Solar Mini 4. Rather than producing text, it processes a given state along with one or more specified questions to yield a selection, score, or a yes/no answer, complete with calibrated probabilities derived from the model itself. Each individual question is addressed in a single forward pass, which enhances the model's efficiency for tasks such as rapid classification, routing, policy validation, prioritization, and various other structured decision-making activities. The choice type allows users to select from a set of predefined alternatives, returning not only the chosen option but also the associated probabilities and confidence levels. In contrast, the score type measures an input against specific ranked criteria, providing a probability-weighted score, explanatory legend, probability distribution, and confidence metrics. Additionally, the noul type determines the likelihood that a yes-or-no statement is accurate. Users can submit multiple questions that reference the same state in a single request, with the state being provided as either plain text or any JSON value formatted for the prompt. This versatility makes Solar Decide a powerful tool for efficiently handling complex decision-making scenarios.
Description
Tev1 is a rapid decision-making and classification model developed by Together AI, which has been fine-tuned from Qwen3.5 4B. Its user-friendly interface allows for the input of a state, a question, and between 2 to 24 labeled choices, enabling the model to output a single letter that can be mapped back to a semantic key by software. This design is particularly beneficial for various production tasks, such as managing support ticket routing, assessing automated returns, enforcing policy guidelines, sentiment analysis, document categorization, and integrating precise decision-making steps into larger agent workflows. With a parameter count of 4.7B and a 32.8K-token context window, the model operates with non-thinking generation to ensure fast and reliable classification. It has been trained on a diverse set of 37,840 examples covering areas such as intent detection, boolean comprehension, sentiment evaluation, policy application, as well as categorizing news and academic papers. The recommended configuration suggests using a temperature setting of 0 along with a minimal output budget, ensuring that the responses are both consistent and straightforward to interpret. In summary, Tev1 stands out as a versatile tool that efficiently addresses a wide range of classification needs.
API Access
Has API
Yes
API Access
Has API
Yes
Integrations
Claude Code
Yes
Hermes Agent
Yes
JSON
Yes
Markdown
Yes
OpenAI Codex
Yes
Python
No
Qwen3.5
No
TypeScript
No
Integrations
Claude Code
No
Hermes Agent
No
JSON
No
Markdown
No
OpenAI Codex
No
Python
Yes
Qwen3.5
Yes
TypeScript
Yes
Pricing Details
$0.1 per 1M tokens
Free Trial
No
Free Version
No
Pricing Details
$0.04 per 1M tokens
Free Trial
No
Free Version
Yes
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
No
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
Upstage
Founded
2020
Country
United States
Website
console.upstage.ai/docs/models/solar-decide
Vendor Details
Company Name
Together AI
Founded
2022
Country
United States
Website
www.together.ai/models/tev1-4b-experimental