GLiNER2.5-Decide
GLiNER2.5-Decide by Fastino is a decision model: it answers typed questions with a probability for each allowed answer instead of generating text. It scores 9.2 on the Jev Decision Index (rank 141).
Pricing
No hosted price is listed. The weights are open: the cost is your own compute.
Specifications
- Provider
- Fastino
- Parameters
- 486M
- Released
- Sep 2026
- Open weights
- Yes
- Question types
- Choice (one of N options), Score (ordered rubric), Yes / no, Extraction (typed spans)
- Mechanism
- Span encoder (GLiNER family)
- Backbone
- fastino/gliner2-large-v1
- Jev-compatible request
- Yes
- Runs on CPU
- Yes
- License
- apache-2.0
- Hugging Face
- fastino/GLiNER2.5-Decide
Benchmarks
- Jev Decision IndexECE 0.088
- 9.2
- DecisionBenchECE 0.169
- 0.350
Jev Decision Index: public 11.5, ECE 0.088, Brier 0.705. Lower ECE means its probabilities can be taken at face value.
Speed & latency
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FAQ
How much does GLiNER2.5-Decide cost?
GLiNER2.5-Decide has no hosted price listed; its weights are open, so the cost is the compute you run it on.
What questions can GLiNER2.5-Decide answer?
GLiNER2.5-Decide answers choice (one of n options), score (ordered rubric), yes / no, extraction (typed spans) questions, returning a probability for each allowed answer.
Is GLiNER2.5-Decide well calibrated?
On the Jev Decision Index its expected calibration error (ECE) is 0.088; below about 0.05, a stated 80% confidence is right roughly 80% of the time.
Is GLiNER2.5-Decide open weight, and can it run on a CPU?
Yes, GLiNER2.5-Decide has open weights. It is small enough to run on a CPU.
Data as of 2026-10-14. Source: Metatext decision-model catalogue, 2026-10-14 (Jev Decision Index, DecisionBench, Benchmark Heaven JevBench, Enterprise Decision Arena). Pricing is per 1M tokens (USD); confirm with the provider before production use.