Laya Multilingual is a fast, non-autoregressive System 1 decision engine supporting over 100 languages natively. It evaluates typed schemas (choice, score, noul) over unstructured state (text, email, ticket, or JSON) in a single ~35ms forward pass on a GPU, returning mathematically calibrated probabilities and confidence scores with zero text generation and zero hallucinations. Trained on over 1,000,000 multi-domain records using RLCD (Reinforcement Learning for Calibrated Decisions) with strictly proper scoring rules. Released under the Apache 2.0 License by Convai Innovations.
Independent publisher
Convai Innovations
convaiinnovations
Building Multimodal Generative AI
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Models on Hugging Face38
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