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1
Negative language transfer in learner English: A new dataset ...
NAACL 2021 2021; Demmans Epp, Carrie; Farias Wanderley, Leticia. - : Underline Science Inc., 2021
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2
Generative Imagination Elevates Machine Translation ...
NAACL 2021 2021; Li, Lei; Long, Quanyu. - : Underline Science Inc., 2021
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3
Parallel sentences mining with transfer learning in an unsupervised setting ...
NAACL 2021 2021; Feng, Yifan; Mi, Chenggang. - : Underline Science Inc., 2021
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4
Source and Target Bidirectional Knowledge Distillation for End-to-end Speech Translation ...
NAACL 2021 2021; Inaguma, Hirofumi. - : Underline Science Inc., 2021
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5
Detoxifying Language Models Risks Marginalizing Minority Voices ...
NAACL 2021 2021; Gururangan, Suchin; Klein, Dan. - : Underline Science Inc., 2021
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6
Domain Adaptation for Arabic Cross-Domain and Cross-Dialect Sentiment Analysis from Contextualized Word Embedding ...
NAACL 2021 2021; Berrada, Ismail; El Mahdaouy, Abdelkader. - : Underline Science Inc., 2021
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7
Knowledge Enhanced Masked Language Model for Stance Detection ...
NAACL 2021 2021; Kawintiranon, Kornraphop; Singh, Lisa. - : Underline Science Inc., 2021
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8
LIVE SESSION: 15D-Oral: Phonology, Morphology and Word Segmentation ...
NAACL 2021 2021. - : Underline Science Inc., 2021
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9
Universal Dependencies ...
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10
How low is too low? A monolingual take on lemmatisation in Indian languages ...
NAACL 2021 2021; Bhattacharyya, Pushpak; Saunack, Kumar. - : Underline Science Inc., 2021
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11
Frustratingly Easy Edit-based Linguistic Steganography with a Masked Language Model ...
NAACL 2021 2021; Kurohashi, Sadao; Murawaki, Yugo. - : Underline Science Inc., 2021
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12
MelBERT: Metaphor Detection via Contextualized Late Interaction using Metaphorical Identification Theories ...
NAACL 2021 2021; Choi, Minjin; Choi, Eunseong. - : Underline Science Inc., 2021
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13
A Global Past-Future Early Exit Method for Accelerating Inference of Pre-trained Language Models ...
NAACL 2021 2021; He, Bin; Liao, Kaiyuan; Ren, Xuancheng; Su, Qi; Sun, Xu; Zhang, Yi. - : Underline Science Inc., 2021
Abstract: Read the paper on the folowing link: https://www.aclweb.org/anthology/2021.naacl-main.162/ Abstract: Early exit mechanism aims to accelerate the inference speed of large-scale pre-trained language models. The essential idea is to exit early without passing through all the inference layers at the inference stage. To make accurate predictions for downstream tasks, the hierarchical linguistic information embedded in all layers should be jointly considered. However, much of the research up to now has been limited to use local representations of the exit layer. Such treatment inevitably loses information of the unused past layers as well as the high-level features embedded in future layers, leading to sub-optimal performance. To address this issue, we propose a novel Past-Future method to make comprehensive pre-dictions from a global perspective. We first take into consideration all the linguistic information embedded in the past layers and further engage the future information which is originally inaccessible ...
URL: https://underline.io/lecture/19973-a-global-past-future-early-exit-method-for-accelerating-inference-of-pre-trained-language-models
https://dx.doi.org/10.48448/s4pe-x386
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14
DirectProbe: Studying Representations without Classifiers ...
NAACL 2021 2021; Srikumar, Vivek; Zhou, Yichu. - : Underline Science Inc., 2021
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15
Challenging distributional models with a conceptual network of philosophical terms ...
NAACL 2021 2021; Bloem, Jelke; Fokkens, Antske. - : Underline Science Inc., 2021
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16
Modeling the Severity of Complaints in Social Media ...
NAACL 2021 2021; Aletras, Nikolaos; Jin, Mali. - : Underline Science Inc., 2021
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17
ERNIE-Gram: Pre-Training with Explicitly N-Gram Masked Language Modeling for Natural Language Understanding ...
NAACL 2021 2021; Li, Yu-Kun; Xiao, Dongling. - : Underline Science Inc., 2021
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18
Proteno: Text Normalization with Limited Data for Fast Deployment in Text to Speech Systems ...
NAACL 2021 2021; Tyagi, Shubhi. - : Underline Science Inc., 2021
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19
CaSiNo: A Corpus of Campsite Negotiation Dialogues for Automatic Negotiation Systems ...
NAACL 2021 2021; Chawla, Kushal; Clever, Rene. - : Underline Science Inc., 2021
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20
multiPRover: Generating Multiple Proofs for Improved Interpretability in Rule Reasoning ...
NAACL 2021 2021; Bansal, Mohit; Saha, Swarnadeep. - : Underline Science Inc., 2021
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