Unverified50% confidenceFactExact time
Laya is an open-source decision model that only makes judgments without generating text, outputting structured results through a single forward pass.
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Long-term
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9/25/2026
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UnverifiedThe output of a judgment-type decision model is a closed, structured result, which is essentially a classification or regression task involving a single forward pass, with no autoregressive iteration overhead.69% similarUnverifiedLaya's output includes answers with confidence scores, where the confidence score reflects the degree of certainty the model has in its current judgment, allowing downstream systems to decide whether to trigger manual review or escalate to a more powerful model.69% similarUnverifiedLaya is an open-source decision model evolved from the Jev architecture that surpasses Jev on multiple Jev benchmarks through the RLCD training method.68% similarUnverifiedLaya is a non-autoregressive decision model with 421M parameters.66% similarUnverifiedLaya adopts a zero-shot classification paradigm, whose underlying mechanism is typically based on a pre-trained language model fine-tuned on Natural Language Inference (NLI) tasks.65% similar
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