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Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ...
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ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.424/ Abstract: Scientific literature analysis needs fine-grained named entity recognition (NER) to provide a wide range of information for scientific discovery. For example, chemistry research needs to study dozens to hundreds of distinct, fine-grained entity types, making consistent and accurate annotation difficult even for crowds of domain experts. On the other hand, domain-specific ontologies and knowledge bases (KBs) can be easily accessed, constructed, or integrated, which makes distant supervision realistic for fine-grained chemistry NER. In distant supervision, training labels are generated by matching mentions in a document with the concepts in the knowledge bases (KBs). However, this kind of KB-matching suffers from two major challenges: incomplete annotation and noisy annotation. We propose ChemNER, an ontology-guided, distantly supervised method for fine-grained chemistry NER to tackle these challenges. It leverages the chemistry type ...
Keyword: Computational Linguistics; Information Extraction; Machine Learning; Machine Learning and Data Mining; Named Entity Recognition; Natural Language Processing
URL: https://underline.io/lecture/37360-chemner-fine-grained-chemistry-named-entity-recognition-with-ontology-guided-distant-supervision
https://dx.doi.org/10.48448/nr6v-8309
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3
Unpacking discourses on Chineseness: the cultural politics of language and identity in globalizing China
Wang, Xuan; Gao, Shuang. - : Multilingual Matters, 2021
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4
Joseonjok YouTubers: translating vernacular Chineseness in South Korea
Chung, Elaine; Wang, Xuan. - : Multilingual Matters, 2021
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5
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation ...
Wang, Qingyun; Li, Manling; Wang, Xuan. - : arXiv, 2020
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6
Shimian_County_Ersu_Cultural_Highlights
Wang Dehe; Wang Ke; Wang Xuan. - : Centre de recherches linguistiques sur l'Asie orientale, 2020
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7
Ganluo_Ersu_Cultural_Highlights
Wang Dehe; Wang Ke; Wang Xuan. - : Centre de recherches linguistiques sur l'Asie orientale, 2020
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8
Xumi Survey
Wang Dehe; Chirkova, Katia; Wang Ke. - : Centre de recherches linguistiques sur l'Asie orientale, 2020
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9
Chronotopes and heritage authenticity: The case of the Tujia in China
Wang, Xuan. - : Multilingual Matters, 2020
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10
Exploring Chinese poetry using Adobe Spark Video
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11
Commonsense knowledge enhanced memory network for stance classification
Du, Jiachen; Gui, Lin; Xu, Ruifeng. - : IEEE Computer Society, 2020
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12
The Effect of Written Text on Comprehension of Spoken English as a Foreign Language: A Replication Study
Tragant Mestres, Elsa; Wang, Xuan. - : Walter de Gruyter, 2019
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13
Consuming English in rural China: lookalike language and the semiotics of aspiration
Wang, Xuan. - : Routledge, 2018
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14
Fangyan and the linguistic landscapes of authenticity: Normativity and innovativity of writing in globalizing China
Wang, Xuan. - : Bloomsbury Academic, 2018
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15
Joint L1 − L2 Regularisation for Blind Speech Deconvolution. 18th Pacific-Rim Conference on Multimedia, Harbin, China, September 28-29, 2017
Guan, Jian; Qi, Shuhan; Wang, Wenwu. - : Springer, 2018
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16
Exploring the role of attitudes in new dialect formation in Hohhot, China ...
Wang, Xuan. - : University of Canterbury, 2017
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17
Exploring the role of attitudes in new dialect formation in Hohhot, China
Wang, Xuan. - : University of Canterbury, 2017
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18
The Relationship between Receptive and Productive Vocabulary Size in an English as a Foreign Language Context
Wang, Xuan. - : The University of Sydney, 2017. : Faculty of Arts and Social Sciences, 2017
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19
Superdiversity on the internet : a case from China
In: Language and superdiversity (New York, 2016), p. 218-236
MPI für Psycholinguistik
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20
Seeing a foreign accent: Perception of accentedness in Asian and Caucasian speakers by Asian listeners ...
Keyi Sun; Wang, Xuan; Gnevsheva, Ksenia. - : Monash University, 2016
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