GLiNER2 Multi Large

GLiNER2 Multi Large is a text-only model positioned within Fastino's broader GLiNER2 family, a line of variants aimed at entity and information extraction rather than open-ended generation. The directory listing groups it alongside related entries such as GLiNER2 Base, GLiNER2 Large, GLiNER2 Multi, GLiNER2 Privacy Filter PII Multi, and GLiGuard LLM Guardrails 300M, suggesting a product family focused on classification, tagging, guardrails, and structured extraction use cases. Its closed-weights status and absence of a Hugging Face release indicate that access is intended to flow through hosted APIs rather than local deployment, which fits an enterprise-style extraction workflow where prompt behavior, temperature, and tool-calling conventions matter more than downloadable artifacts.

The model's practical profile is shaped by its modest 8K context window and 4K maximum output, which suit document- and passage-level extraction tasks rather than long-context summarization or generation-heavy pipelines. Text-in and text-out modalities keep it narrowly focused on parsing and labeling rather than multimodal reasoning, and the absence of reasoning, structured output, or attachment flags in the aggregator listing reinforces that it is intended as a lightweight, prompt-driven extractor. Within these limits, tool calling and temperature control give builders enough knobs to wire the model into retrieval, routing, or post-processing pipelines, and the November 2025 release places it as a recent entrant in Fastino's expanding GLiNER2 catalog.