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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (9)
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Simple Search
Hits 1 – 9 of 9
1
Personalized Transformer for Explainable Recommendation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Chen, Li
;
Li, Lei
. - : Underline Science Inc., 2021
BASE
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2
Learning Shared Semantic Space for Speech-to-Text Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Han, Chi
;
Ji, Heng
;
Li, Lei
;
Wang, Mingxuan
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.findings-acl.195 Abstract: Having numerous potential applications and great impact, end-to-end speech translation (ST) has long been treated as an independent task, failing to fully draw strength from the rapid advances of its sibling - text machine translation (MT). With text and audio inputs represented differently, the modality gap has rendered MT data and its end-to-end models incompatible with their ST counterparts. In observation of this obstacle, we propose to bridge this representation gap with Chimera. By projecting audio and text features to a common semantic representation, Chimera unifies MT and ST tasks and boosts the performance on ST benchmarks, MuST-C and Augmented Librispeech, to a new stateof-the-art. Specifically, Chimera obtains 27.1 BLEU on MuST-C ENDE, improving the SOTA by a +1.9 BLEU margin. Further experimental analyses demonstrate that shared semantic space indeed conveys common knowledge between these two tasks and thus paves a new ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Neural Network
;
Semantics
URL:
https://dx.doi.org/10.48448/f8cw-bq75
https://underline.io/lecture/26286-learning-shared-semantic-space-for-speech-to-text-translation
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3
Glancing Transformer for Non-Autoregressive Neural Machine Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Bao, Yu
;
Li, Lei
. - : Underline Science Inc., 2021
BASE
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4
Probabilistic Graph Reasoning for Natural Proof Generation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Chen, chenjiaze@bytedance.com
;
Chen, Jiangjie
. - : Underline Science Inc., 2021
BASE
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5
Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Chang, Baobao
;
Li, Lei
. - : Underline Science Inc., 2021
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6
Language Tags Matter for Zero-Shot Neural Machine Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Cheng, Shanbo
;
Li, Lei
. - : Underline Science Inc., 2021
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7
Learning Language Specific Sub-network for Multilingual Machine Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Li, Lei
;
Lin, Zehui
. - : Underline Science Inc., 2021
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8
Contrastive Aligned Joint Learning for Multilingual Summarization ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Li, Lei
;
Wang, Danqing
. - : Underline Science Inc., 2021
BASE
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9
Contrastive Learning for Many-to-many Multilingual Neural Machine Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Li, Lei
;
Pan, Xiao
. - : Underline Science Inc., 2021
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