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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (65)
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Hits 1 – 20 of 65
1
Automatic Error Type Annotation for Arabic ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Belkebir, Riadh
;
Habash, Nizar
. - : Underline Science Inc., 2021
BASE
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2
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Han, Jiawei
;
Huang, Jiaxin
. - : Underline Science Inc., 2021
BASE
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3
HittER: Hierarchical Transformers for Knowledge Graph Embeddings ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Sanxing
;
Gao, Jianfeng
. - : Underline Science Inc., 2021
BASE
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4
AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross Attentions ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ding, Haoran
;
Luo, Xiao
. - : Underline Science Inc., 2021
BASE
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5
Corpus-based Open-Domain Event Type Induction ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Shen, Jiaming
. - : Underline Science Inc., 2021
BASE
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6
Extracting Event Temporal Relations via Hyperbolic Geometry ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Tan, Xingwei
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.636/ Abstract: Detecting events and their evolution through time is a crucial task in natural language understanding. Recent neural approaches to event temporal relation extraction typically map events to embeddings in the Euclidean space and train a classifier to detect temporal relations between event pairs. However, embeddings in the Euclidean space cannot capture richer asymmetric relations such as event temporal relations. We thus propose to embed events into hyperbolic spaces, which are intrinsically oriented at modeling hierarchical structures. We introduce two approaches to encode events and their temporal relations in hyperbolic spaces. One approach leverages hyperbolic embeddings to directly infer event relations through simple geometrical operations. In the second one, we devise an end-to-end architecture composed of hyperbolic neural units tailored for the temporal relation extraction task. Thorough experimental assessments on widely ...
Keyword:
Computational Linguistics
;
Information Extraction
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/z705-je03
https://underline.io/lecture/37328-extracting-event-temporal-relations-via-hyperbolic-geometry
BASE
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7
Partially Supervised Named Entity Recognition via the Expected Entity Ratio Loss ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Collins, Michael
;
Effland, Thomas
. - : Underline Science Inc., 2021
BASE
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8
Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Jiawei
. - : Underline Science Inc., 2021
BASE
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9
Corrected CBOW Performs as well as Skip-gram ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Karl
;
Benton, Adrian
. - : Underline Science Inc., 2021
BASE
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10
An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Yi
. - : Underline Science Inc., 2021
BASE
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11
Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Shi, Qi
. - : Underline Science Inc., 2021
BASE
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12
ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Garg, Shweta
;
Han, Jiawei
. - : Underline Science Inc., 2021
BASE
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13
Unsupervised Keyphrase Extraction by Jointly Modeling Local and Global Context ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Li, Zhoujun
;
Li, Mu
. - : Underline Science Inc., 2021
BASE
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14
TEET! Tunisian Dataset for Toxic Speech Detection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Heger
;
Gharbi, Slim
. - : Underline Science Inc., 2021
BASE
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15
Entity Relation Extraction as Dependency Parsing in Visually Rich Documents ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Zhang, Yue
. - : Underline Science Inc., 2021
BASE
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16
MuVER: Improving First-Stage Entity Retrieval with Multi-View Entity Representations ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ma, Xinyin
. - : Underline Science Inc., 2021
BASE
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17
Lifelong Event Detection with Knowledge Transfer ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ji, Heng
;
Natarajan, Premkumar
. - : Underline Science Inc., 2021
BASE
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18
SUBSUME: A Dataset for Subjective Summary Extraction from Wikipedia Documents ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Matteo
;
Fariha, Anna
. - : Underline Science Inc., 2021
BASE
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19
Few-Shot Named Entity Recognition: An Empirical Baseline Study ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Balakrishnan, Shobana
;
Chen, Weizhu
. - : Underline Science Inc., 2021
BASE
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20
Low-resource Taxonomy Enrichment with Pretrained Language Models ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Akimoto, Kosuke
;
Oyamada, Masafumi
. - : Underline Science Inc., 2021
BASE
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