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Hugging Face
AI Deploy·2026
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Parallel Constrained Decoding for Apple Silicon (harshatheg/Qwen-2.5-1B-RLCD)

harshatheg

Evaluates multi-field JSON schemas in parallel to extract boolean or categorical field values from text, producing guaranteed-valid JSON and per-field calibrated confidences. Uses KV-cache broadcasting, sub-vocabulary logit slicing and token-tree disambiguation to cut latency (5.6x–7.0x on M4 Max) versus autoregressive decoding; requires Apple Silicon and MLX.

#qwen#json#benchmarks#ai-inference#ai-serving+4
Hugging Face
AI Model·2026
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Laya

Convai Innovations

Fast, non-autoregressive decision engine that answers typed questions (choice/score/noul) over text or JSON states with calibrated probabilities and confidences in a single forward pass. Suited for routing, triage and moderation workflows; includes a Router to pick checkpoints per request.

#transformers#safetensors#nlp#huggingface#pytorch+3
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