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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 (18)
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Hits 1 – 18 of 18
1
Dependency Patterns of Complex Sentences and Semantic Disambiguation for Abstract Meaning Representation Parsing ...
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
;
., Yuji
;
Watanabe, Taro
. - : Underline Science Inc., 2021
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2
One Semantic Parser to Parse Them All: Sequence to Sequence Multi-Task Learning on Semantic Parsing Datasets ...
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
;
Damonte, Marco
;
Monti, Emilio
. - : Underline Science Inc., 2021
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3
Modeling Sense Structure in Word Usage Graphs with the Weighted Stochastic Block Model ...
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
;
Castaneda, Enrique
;
Kuhn, Jonas
. - : Underline Science Inc., 2021
BASE
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4
InFillmore: Frame-Guided Language Generation with Bidirectional Context ...
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
;
Belyy, Anton
;
Ou, Jiefu
. - : Underline Science Inc., 2021
BASE
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5
Overcoming Poor Word Embeddings with Word Definitions ...
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
;
Malon, Christopher
. - : Underline Science Inc., 2021
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6
Learning Embeddings for Rare Words Leveraging Internet Search Engine and Spatial Location Relationships ...
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, Wai
;
Li, Xiaotao
. - : Underline Science Inc., 2021
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7
Evaluating Universal Dependency Parser Recovery of Predicate Argument Structure via CompChain Analysis ...
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
;
Berwick, Robert
;
Indurkhya, Sagar
. - : Underline Science Inc., 2021
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8
ParsFEVER : a Dataset for Farsi Fact Extraction and Verification ...
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
;
Zarharan, Majid
. - : Underline Science Inc., 2021
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9
Did the Cat Drink the Coffee? Challenging Transformers with Generalized Event Knowledge ...
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
;
Blache, Philippe
;
Chersoni, Emmanuele
. - : Underline Science Inc., 2021
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10
Script Parsing with Hierarchical Sequence Modelling ...
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
;
Koller, Alexander
;
Škrjanec, Iza
. - : Underline Science Inc., 2021
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11
Teach the Rules, Provide the Facts: Targeted Relational-knowledge Enhancement for Textual Inference ...
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
;
Amar, Shmulik
;
Dagan, Ido
;
Rozen, Ohad
;
Shwartz, Vered
. - : Underline Science Inc., 2021
Abstract:
We present InferBert, a method to enhance transformer-based inference models with relevant relational knowledge. Our approach facilitates learning generic inference patterns requiring relational knowledge (e.g. inferences related to hypernymy) during training, while injecting on-demand the relevant relational facts (e.g. pangolin is an animal) at test time. We apply InferBERT to the NLI task over a diverse set of inference types (hypernymy, location, color, and country of origin), for which we collected challenge datasets. In this setting, InferBert succeeds to learn general inference patterns, from a relatively small number of training instances, while not hurting performance on the original NLI data and substantially outperforming prior knowledge enhancement models on the challenge data. It further applies its inferences successfully at test time to previously unobserved entities. InferBert is computationally more efficient than most prior methods, in terms of number of parameters, memory consumption and ...
Keyword:
Computational Linguistics
;
Data Management System
;
FOS Languages and literature
;
Linguistics
;
Natural Language Processing
;
Semantics
URL:
https://dx.doi.org/10.48448/05ak-j010
https://underline.io/lecture/29793-teach-the-rules,-provide-the-facts-targeted-relational-knowledge-enhancement-for-textual-inference
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12
Multilingual Neural Semantic Parsing for Low-Resourced Languages ...
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
;
Monti, Emilio
;
Xia, Menglin
. - : Underline Science Inc., 2021
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13
Inducing Language-Agnostic Multilingual Representations ...
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
;
Zhao, Wei
. - : Underline Science Inc., 2021
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14
Denoising Word Embeddings by Averaging in a Shared Space ...
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
;
Caciularu, Avi
;
Dagan, Ido
. - : Underline Science Inc., 2021
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15
Semantic shift in social networks ...
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
;
Fernández, Raquel
;
Larsson, Staffan
. - : Underline Science Inc., 2021
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16
Evaluating a Joint Training Approach for Learning Cross-lingual Embeddings with Sub-word Information without Parallel Corpora on Lower-resource Languages ...
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
;
Cook, Paul
;
Hakimi Parizi, Ali
. - : Underline Science Inc., 2021
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17
NUS-IDS at CASE 2021 Task 1: Improving Multilingual Event Sentence Coreference Identification with Linguistic Information ...
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
;
., See-Kiong
;
Gollapalli, Sujatha Das
. - : Underline Science Inc., 2021
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18
Can Transformer Langauge Models Predict Psychometric Properties? ...
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
;
Laverghetta Jr., Antonio
;
Licato, John
. - : Underline Science Inc., 2021
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