Cross attention augmented transducer
WebThis paper describes USTC-NELSLIP’s submissions to the IWSLT2024 Simultaneous Speech Translation task. We proposed a novel simultaneous translation model, Cross-Attention Augmented Transducer (CAAT), which extends conventional RNN-T to sequence-to-sequence tasks without monotonic constraints, e.g., simultaneous translation. WebApr 8, 2024 · A novel simultaneous translation model, Cross-Attention Augmented Transducer (CAAT), is proposed, which extends conventional RNN-T to sequence-to-sequence tasks without monotonic constraints, e.g., simultaneous translation. Expand 10 Highly Influential PDF View 6 excerpts, references methods and background
Cross attention augmented transducer
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WebRecently, Liu et al. proposed cross attention augmented transducer (CAAT) for ST [23]. It uses Transform- ers in the joint network to combine encoder and prediction net- work outputs. Due to the use of Transformers and multi-step decision for memory footprint reduction, the latency of CAAT is large. WebThis paper proposes a novel architecture, Cross Attention Augmented Transducer (CAAT), for simultaneous translation. The framework aims to jointly optimize the policy and translation models. To effectively consider all possible READ-WRITE simultaneous translation action paths, we adapt the online automatic speech recognition (ASR) model, …
Webtransducer is normally called transformer transducer (T-T). The transformer model adopts the attention mechanism to cap-ture the sequence information. Self-attention is used to compute the attention distribution over the input sequences with a dot-product similarity function, which could be written as, P t;˝ = exp( (W qx t)T(W kx ˝)) ˝0 exp ... WebWe proposed a novel simultaneous translation model, Cross Attention Augmented Transducer (CAAT), which extends conventional RNN-T to sequence-to-sequence tasks …
WebThis paper describes USTC-NELSLIP’s submissions to the IWSLT2024 Simultaneous Speech Translation task. We proposed a novel simultaneous translation model, Cross … WebJul 1, 2024 · This paper describes USTC-NELSLIP's submissions to the IWSLT2024 Simultaneous Speech Translation task. We proposed a novel simultaneous translation model, Cross Attention Augmented Transducer (CAAT), which extends conventional RNN-T to sequence-to-sequence tasks without monotonic constraints, e.g., …
WebCross Attention Augmented Transducer Networks for Simultaneous Translation. This paper proposes a novel architecture, Cross Attention Augmented Transducer (CAAT), …
WebThis paper proposes a novel architecture, Cross Attention Augmented Transducer (CAAT), for simultaneous translation. Automatic Speech Recognitionspeech … rcw crime victim rightsWebApr 11, 2024 · Recently, Liu et al. proposed cross attention augmented transducer (CAAT) for ST [liu2024caat]. It uses Transformers in the joint network to combine encoder and prediction network outputs. Due to the use of Transformers and multi-step decision for memory footprint reduction, the latency of CAAT is large. In addition, to train a CAAT ... rcw creditor\\u0027s claimWebCross attention augmented transducer networks for simultaneous translation. D Liu, M Du, X Li, Y Li, E Chen. Proceedings of the 2024 Conference on Empirical Methods in Natural Language ... simulator school girlsWebTo make CAAT work, we introduce a novel latency loss whose expectation can be optimized by a forward-backward algorithm. We implement CAAT with Transformer while the … simulator projector games in gym classWebJul 1, 2024 · This paper describes USTC-NELSLIP's submissions to the IWSLT2024 Simultaneous Speech Translation task. We proposed a novel simultaneous translation … rcw creditor claimWebsignificant word reordering, the neural transducer may follow the orange path or a different green path. If there is a significant word reordering at the end of the utterance, it can … simulator siren headWebA novel simultaneous translation model, Cross-Attention Augmented Transducer (CAAT), is proposed, which extends conventional RNN-T to sequence-to-sequence tasks without monotonic constraints, e.g., simultaneous translation. 10 PDF View 1 excerpt, references methods The Volctrans Neural Speech Translation System for IWSLT 2024 rcw creditors