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 while achieving 2.57%24times%24 speed-up with only 5.87%25 and 2.67%25 parameter and training time overheads%2C respectively.?quality=80&w=800)
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 have become proficient at solving a wide variety of tasks%2C including those involving multi-modal inputs. In particular%2C instantiating an LLM (such as LLaMA) with a speech encoder and training it on paired data imparts speech recognition (ASR) abilities to the decoder-only model%2C hence called Speech-LLaMA. Nevertheless%2C due to the sequential nature of auto-regressive inference and the relatively large decoder%2C Speech-LLaMA models require relatively high inference time. In this work%2C we propose to speed up Speech-LLaMA inference by predicting multiple tokens in the same decoding step. We explore several model architectures that enable this%2C and investigate their performance using threshold-based and verification-based inference strategies. We also propose a prefix-based beam search decoding method that allows efficient minimum word error rate (MWER) training for such models. We evaluate our models on a variety of public benchmarks%2C where they reduce the number of decoder calls by ~3.2x while maintaining or improving WER performance.?quality=80&w=800)
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