Model capabilities and use cases
Decision models are particularly useful when software must make several related judgments from the same text. GLiNER-2.5-Decide supports use cases that require deterministic, low-latency decision-making.- Model routing. Route requests by destination, complexity, or escalation level. Return the selected route with probabilities and confidence scores.
- Tool calling. Select from a permitted set of tools and capture arguments from the request as structured records.
- Browser and computer use. Evaluate the current state to select the next action. Represent the action, target, and parameters as a structured record.
- Guardrails. Evaluate safety, harm type, and escalation together, extracting harmful spans verbatim. Apply constraints when combinations of answers would be contradictory.
- Context pruning. Decide which information in the context is relevant and return the exact character spans associated with that decision.
- LLM-as-a-judge. Express rubric criteria as categorical or ordinal questions. Return selected values with probability distributions and confidence scores.
- Games and simulations. Evaluate game state to determine intent, action, or outcome. Represent actors and state information through entities, relations, and structured records.
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