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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 ...
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3
Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing ...
Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.507/ Abstract: Predicting linearized Abstract Meaning Representation (AMR) graphs using pre-trained sequence-to-sequence Transformer models has recently led to large improvements on AMR parsing benchmarks. These parsers are simple and avoid explicit modeling of structure but lack desirable properties such as graph well-formedness guarantees or built-in graph-sentence alignments. In this work we explore the integration of general pre-trained sequence-to-sequence language models and a structure-aware transition-based approach. We depart from a pointer-based transition system and propose a simplified transition set, designed to better exploit pre-trained language models for structured fine-tuning. We also explore modeling the parser state within the pre-trained encoder-decoder architecture and different vocabulary strategies for the same purpose. We provide a detailed comparison with recent progress in AMR parsing and show that the proposed parser ...
Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
URL: https://underline.io/lecture/38000-structure-aware-fine-tuning-of-sequence-to-sequence-transformers-for-transition-based-amr-parsing
https://dx.doi.org/10.48448/5myx-2e45
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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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