Unverified50% confidenceFactExact time
MMS is an encoder-only architecture.
1
Sources
50%
Confidence
Long-term
Relevance
9/14/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe study employs three ASR architectures: MMS (encoder-only), Whisper (encoder-decoder), and Qwen3-ASR (LLM-based).62% similarUnverifiedCurrent LLMs predominantly use the decoder-only architecture because it's naturally suited for autoregressive generation60% similarUnverifiedConstrained Decoding guarantees at the sampling level that outputs will conform to a specified JSON Schema or regular expression; typical open-source implementations include Outlines, Guidance, and LM Format Enforcer.58% similarUnverified约束解码的底层实现依赖有限状态机（FSM）或上下文无关文法（CFG）57% similar
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