GLiNER2.5-Decide

Released
2026-09-24
Last refreshed
2026-10-15
Status
Researched 28d ago
Open sourceCommercial use: permittedAgentsClassificationJSON / Tool useAgent
Fastino Labs releases · 6 in the last 12 months · this family litChangelog →
Specifications
Family
GLiNER2.5
Released
2026-09-24
Context
512
Parameters
340M
Openness
Open source
License
Apache 2.0OSI-approvedPermitted
Weights
Available
Code
Unknown
Training
Fine-tuned
Created by
Fastino Labs

Adaptive inference and small language model fine-tuning.

United States
Founded 2024
Website
Pricing
Output / 1M
Free
Input / 1M
$0.030

Cheapest of 1 route · Pioneer AI

Providers(1)
Pioneer AI
Links
Website HuggingFace

About

GLiNER2.5-Decide is Fastino Labs' 340M open-weight encoder decision and classification model in the GLiNER2.5 family, released September 24, 2026. The Hugging Face card (Apache 2.0) describes a DeBERTa-v3-large encoder with base model fastino/gliner2-large-v1. It loads via gliner2 and AutoExtractor.from_pretrained("fastino/GLiNER2.5-Decide"), accepts any label set at call time (intent, routing, sentiment, priority, policy, multi-label) in one forward pass, and returns structured decisions with probabilities and confidence. It is not a chat, reasoning, or open-QA model. Hosted inference and fine-tuning use the Fastino API model ID fastino/gliner2.5-decide.

Providers(1)

Compare API pricing across 1 tracked provider route for input and output tokens, batch, and cached reads when available.

ProviderInput / 1MOutput / 1MRoute
Pioneer AI$0.030Free
Serverless

Capabilities

Structured OutputsFine-tuning

Benchmark peer barsfor Agents

No task-mapped benchmark peers are available for this model yet.

Benchmark scores(1)

Scores are benchmark-specific and are direction-aware: the same numeric gap can mean very different outcomes across suites. Use the leaderboard context and this model's provider route to decide whether the winning margin is meaningful for your workload.
BenchmarkScoreVersionEvaluationSource
JEV Decision Index (0.3)
9.20.3.2Observed 2026-10-17—
Source

Migration checks

No linked migration route is available for this model yet.

API versions

gliner2.5-decideGLiNER2.5-DecideGLiNER-2.5-Decidefastino/GLiNER2.5-Decidefastino/gliner2.5-decide