analiza aiqbench

Knowledgator's GLiFormer introduces a schema-conditioned encoder that performs nested JSON extraction without autoregressive token generation, significantly reducing inference latency compared to standard LLMs. By grounding all output values directly in source text spans, the model eliminates hallucinations while maintaining high F1 scores on complex extraction tasks. This architecture represents a meaningful shift toward efficient, deterministic information extraction pipelines rather than relying solely on generative capabilities.