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1
Bootstrapping Multilingual AMR with Contextual Word Alignments ...
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2
VAULT: VAriable Unified Long Text Representation for Machine Reading Comprehension ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-short.131 Abstract: Existing models on Machine Reading Comprehension (MRC) require complex model architecture for effectively modeling long texts with paragraph representation and classification, thereby making inference computationally inefficient for production use. In this work, we propose VAULT: a light-weight and parallel-efficient paragraph representation for MRC based on contextualized representation from long document input, trained using a new Gaussian distribution-based objective that pays close attention to the partially correct instances that are close to the ground-truth. We validate our VAULT architecture showing experimental results on two benchmark MRC datasets that require long context modeling; one Wikipedia-based (Natural Questions (NQ)) and the other on TechNotes (TechQA). VAULT can achieve comparable performance on NQ with a state-of-the-art (SOTA) complex document modeling approach while being 16 times faster, demonstrating the ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://underline.io/lecture/25746-vault-variable-unified-long-text-representation-for-machine-reading-comprehension
https://dx.doi.org/10.48448/8adt-3533
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3
Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing ...
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4
Multilingual Transfer Learning for QA Using Translation as Data Augmentation ...
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5
GPT-too: A language-model-first approach for AMR-to-text generation ...
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6
A Multilingual Reading Comprehension System for more than 100 Languages ...
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7
Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping ...
Ni, Jian; Florian, Radu. - : arXiv, 2019
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8
Towards Lingua Franca Named Entity Recognition with BERT ...
Moon, Taesun; Awasthy, Parul; Ni, Jian. - : arXiv, 2019
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9
Neural Cross-Lingual Coreference Resolution and its Application to Entity Linking ...
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10
Neural Cross-Lingual Entity Linking ...
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11
One for All: Towards Language Independent Named Entity Linking ...
Sil, Avirup; Florian, Radu. - : arXiv, 2017
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12
Weakly Supervised Cross-Lingual Named Entity Recognition via Effective Annotation and Representation Projection ...
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13
Improving Multilingual Named Entity Recognition with Wikipedia Entity Type Mapping ...
Ni, Jian; Florian, Radu. - : arXiv, 2017
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14
A Sentence Compression Based Framework to Query-Focused Multi-Document Summarization ...
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15
Arabic computational linguistics
Farghaly, Ali Ahmed Sabry (Hrsg.); Zitouni, Imed; Fraser, Alexander. - Stanford, Calif. : CSLI Publ., 2010
BLLDB
UB Frankfurt Linguistik
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16
A cascaded approach to mention detection and chaining in Arabic
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 17 (2009) 5, 935-944
BLLDB
OLC Linguistik
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17
HowtogetaChineseName(Entity): Segmentation and Combination Issues
In: DTIC (2003)
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18
Evaluating word sense disambiguation systems
Edmonds, Philip (Hrsg.); Kilgarriff, Adam (Hrsg.); Yarowsky, David (Mitarb.)...
In: Natural language engineering. - Cambridge : Cambridge University Press 8 (2002) 4, 279-390
BLLDB
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19
Named Entity Recognition as a House of Cards: Classifier Stacking
In: DTIC (2002)
BASE
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20
Dynamic Nonlocal Language Modeling via Hierarchical Topic-Based Adaptation ...
Florian, Radu; Yarowsky, David. - : arXiv, 2001
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