GLiNER Guard — Unified Multitask Guardrail One encoder model that replaces your entire guardrail stack: safety classification, PII detection, adversarial attack detection, intent and tone analysis — all in a single forward pass. 307M params · GLiNER2 · uniencoder · multilingual deberta v3 · zero shot classification, NER and more · no LLM required Installation Install dependencies Basic Usage Classify Harmful messages and Detect PII via single forward pass output: Custom Policies GLiNER Guard Omni fine tunes fastino/gliner2 multi v1 on our guardrail taxonomy while preserving its multilingual zero shot generalization. You get GLiNER Guard's safety understanding on top of the base model's ability to handle labels and domains beyond the training set — so you can define custom policies with nothing but natural language descriptions. Basic Policy Advanced policy For specific usecases you can define not only labels, but also descriptions Supported Tasks GLiNER Guard is purpose built for 6 guardrail tasks via a shared encoder — no LLM required.\ Thanks to zero shot generalization, it can also handle custom labels outside the training taxonomy. Task Type Labels Key Labels Safety single labe…
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