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Fast structured decoding for sequence models

WebCorpus ID: 204916079; Fast Structured Decoding for Sequence Models @inproceedings{Sun2024FastSD, title={Fast Structured Decoding for Sequence Models}, author={Zhiqing Sun and Zhuohan Li and Haoqing Wang and Zi Lin and Di He and Zhihong Deng}, booktitle={Neural Information Processing Systems}, year={2024} } WebOct 25, 2024 · Fast Structured Decoding for Sequence Models. Autoregressive sequence models achieve state-of-the-art performance in domains like machine …

Fast Decoding in Sequence Models using Discrete Latent …

WebJan 1, 2024 · Fast structured decoding for sequence models. In Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, 8-14 December ... WebFast Structured Decoding for Sequence Models Papers With Code Fast Structured Decoding for Sequence Models NeurIPS 2024 · Zhiqing Sun , Zhuohan Li , Haoqing Wang , Zi Lin , Di He , Zhi-Hong Deng · Edit social preview Autoregressive sequence models achieve state-of-the-art performance in domains like machine translation. eye wash stand type plastic bowl https://manganaro.net

US11604956B2 - Sequence-to-sequence prediction using a neural …

WebAt each of decoding steps 220 a - m, autoregressive decoder 220 receives encoded representation 215 and a portion of output sequence 204 generated at previous decoder steps. For example,... WebJan 22, 2024 · This paper proposes to incorporate the explicit syntactic and semantic structure of languages into a non-autoregressive Transformer, for the task of neural machine translation, and considers the intermediate latent alignment within target sentences to better learn the long-term token dependencies. WebNov 20, 2024 · As another type of structured output prediction problem, state-of-the-art sequence transduction algorithms [1, 41, 48] fully exploit these correlations, following a … does bj\u0027s offer military discount

Non-Autoregressive Text Generation with Pre-trained Language Models …

Category:Non-Autoregressive Translation by Learning Target Categorical …

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Fast structured decoding for sequence models

Fast Decoding in Sequence Models using Discrete Latent …

WebMar 21, 2024 · This paper presents a Viterbi decoding framework for DA-Transformer, which guarantees to find the joint optimal solution for the translation and decoding path under any length constraint and demonstrates that this approach consistently improves the performance of DA-transformer while maintaining a similar decoding speedup. 3 PDF WebDiffNodesets: An efficient structure for fast mining frequent itemsets. ZH Deng. Applied Soft Computing 41, 214-223, 2016. 97: 2016: Fast structured decoding for sequence models. Z Sun, Z Li, H Wang, D He, Z Lin, Z Deng. Advances in Neural Information Processing Systems 32, 2024. 91: 2024:

Fast structured decoding for sequence models

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WebDec 31, 2024 · Fully non-autoregressive neural machine translation (NAT) is proposed to simultaneously predict tokens with single forward of neural networks, which significantly reduces the inference latency at... WebDec 20, 2024 · The proposed conditional non-autoregressive neural sequence model is evaluated on machine translation and image caption generation, and it is observed that it significantly speeds up decoding while maintaining the generation quality comparable to the autoregressive counterpart. Expand 357 PDF View 3 excerpts, references background …

WebFast Structured Decoding for Sequence Models (NAT-CRF, Sun et al., 2024) Note that we implemented a low-rank appromixated CRF model by setting --crf-lowrank-approx=32and --crf-beam-approx=64as discribed in the original paper. All other settings are the same as the vanilla NAT model. WebOur work is inspired by structured output learning models in sequence transduction field like Transformer encoder-decoder framework. Besides modeling inherent dependencies from extracted 2D hand-object pose, our proposed Hand-Object Transformer Network (HOT-Net) also captures the structural correlations among 3D hand joints and object corners.

WebOct 25, 2024 · Fast Structured Decoding for Sequence Models. Autoregressive sequence models achieve state-of-the-art performance in domains like machine translation. … WebFast Structured Decoding for Sequence Models Papers With Code Fast Structured Decoding for Sequence Models NeurIPS 2024 · Zhiqing Sun , Zhuohan Li , Haoqing …

WebOct 25, 2024 · Fasting Fast Structured Decoding for Sequence Models Authors: Zhiqing Sun Carnegie Mellon University Li Zhuohan China University of Petroleum - Beijing … eye wash station ada requirementsWebOct 6, 2024 · 3.2 Decoder The decoder in our model also consists of 6 identical Transformer blocks. And to use the representations of source sentence, an inter-attention module is introduced. Moreover, we use a bidirectional mask to remove the dependencies between the target words. does bj\u0027s give military discountWebTo improve then decoding consistency and reduce the inference cost at the same time, we propose to incorporate a structured inference module into the non-autoregressive … does bj\u0027s offer car rental discountsWebDec 20, 2024 · Fast structured decoding for sequence models. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Emily B. Fox, and Roman … does bj\u0027s have a senior discountWebTable 2: Performance of BLEU score on WMT14 En-De/De-En and IWSLT14 De-En tasks. The number in the parentheses denotes the performance gap between NART models and their ART teachers. ”/” denotes that the results are not reported. LSTM-based results are from [2, 27]; CNN-based results are from [5, 28]; Transformer [1] results are based on … does bj\\u0027s offer military discountWebMEDIC: Remove Model Backdoors via Importance Driven Cloning Qiuling Xu · Guanhong Tao · Jean Honorio · Yingqi Liu · Shengwei An · Guangyu Shen · Siyuan Cheng · … eye wash station annual inspectionWebNov 11, 2024 · Fast Decoding in Sequence Models using Discrete Latent Variables Article Mar 2024 Lukasz Kaiser Aurko Roy Ashish Vaswani Noam Shazeer View Show abstract Distilling the Knowledge in a Neural... does bl3 have anti cheat