[PDF] Top 20 Zero Shot Relation Extraction via Reading Comprehension
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Zero Shot Relation Extraction via Reading Comprehension
... that relation extraction can be re- duced to answering simple reading com- prehension questions, by associating one or more natural-language questions with each relation ...learn ... See full document
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X WikiRE: A Large, Multilingual Resource for Relation Extraction as Machine Comprehension
... Contributions We introduce a new, large- scale multilingual dataset (X-WikiRE) of reading comprehension-based RE for English, German, French, Spanish, and Italian, facilitating research on multilingual ... See full document
10
Relation Module for Non Answerable Predictions on Reading Comprehension
... Object Extraction Regularization In order to help encourage the multiple heads to extract different meaningful semantics in the text, a regularization loss (Xia et ... See full document
10
Joint Training of Candidate Extraction and Answer Selection for Reading Comprehension
... in reading comprehension, most approaches model the answer in an independent manner, ig- noring its relations with other answer can- ...formulate reading com- prehension as an extract-then-select ... See full document
10
Zero Shot Entity Linking by Reading Entity Descriptions
... We construct a new dataset to study the zero- shot entity linking problem using documents from Wikia. 3 Wikias are community-written encyclo- pedias, each specializing in a particular subject or theme such ... See full document
12
Zero Shot Transfer Learning for Event Extraction
... event extraction, we chose a subset of the ERE (Entity, Relation, Event) corpus (Song et ...event extraction performances based on ground- truth AMR and system AMR ... See full document
11
Zero shot Relation Classification as Textual Entailment
... tion extraction, can be reduced to a question an- swering ...of zero-shot relation classification, which determines if a given relation exists between two given entities in ...given ... See full document
7
Zero shot Entity Extraction from Web Pages
... Another related line of work is information ex- traction from text, which relies on natural lan- guage patterns to extract categories and relations of entities. One classic example is Hearst pat- terns (Hearst, 1992; ... See full document
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Zero shot Reading Comprehension by Cross lingual Transfer Learning with Multi lingual Language Representation Model
... Reading Comprehension (RC) has become a cen- tral task in natural language processing, with great practical value in various industries. In recent years, many large-scale RC datasets in English (Hermann et ... See full document
8
Beyond English-Only Reading Comprehension: Experiments in Zero-shot Multilingual Transfer for Bulgarian
... multiple-choice reading comprehension for low-resource languages, using a newly collected Bulgarian corpus with 2,633 questions from matriculation exams for twelfth grade in history and biology, and online ... See full document
13
Reading comprehension difficulties in children with rolandic epilepsy
... Several clinical variables were examined in relation to the study measures, using raw scores. Age of onset was analysed using partial correlations controlling for age. Separate ANCOVAs of sub-groups were conducted ... See full document
16
Improved Zero shot Neural Machine Translation via Ignoring Spurious Correlations
... for zero-shot NMT easily fails, and is sen- sitive to hyper-parameter ...vanilla zero-shot translation on three challeng- ing multilingual datasets, and achieve similar or better results than ... See full document
11
Analysis of restricted giving to nonprofit organizations : challenges and best practices
... The Effects of Cognitive Strategy Instruction on Students' Reading The Effects of Cognitive Strategy Instruction on Students' Reading Comprehension.. Comprehension.[r] ... See full document
226
Zero shot Chinese Discourse Dependency Parsing via Cross lingual Mapping
... Due to the absence of labeled data, discourse parsing still remains challenging in some lan- guages. In this paper, we present a simple and efficient method to conduct zero-shot Chi- nese text-level ... See full document
6
Analysis of restricted giving to nonprofit organizations : challenges and best practices
... Transactional Literature Circles and the Reading Comprehension Transactional Literature Circles and the Reading Comprehension of At-Risk English Learners in the Mainstream Classroom.. [r] ... See full document
215
Few Shot and Zero Shot Learning for Historical Text Normalization
... guage identifier and a task identifier. For each lan- guage, we then train a single model on all tasks— normalization, lemmatization, autoencoding, and grapheme-to-phoneme transduction—and all lan- guages, except for the ... See full document
11
Deep Read: A Reading Comprehension System
... Finally, reading comprehension is a task that is sufficiently close to information extraction applications such as ad hoc question answering, fact verification, situation tracking, and d[r] ... See full document
8
Encoding Relation Requirements for Relation Extraction via Joint Inference
... candidate relation do not agree with another prediction’s object, for exam- ple <Richard Fuld, USA> with the prediction Na- tionality and <USA, New York> with the pre- diction ... See full document
10
Individual and Intra-Individual Differences in Interest during Instrumental Music Classes in Suburban High Schools
... reading comprehension construct contains a significant amount of research on reading instruction delivery model known as direct ...this reading instruction delivery model as a highly effective ... See full document
200
Zero shot Recognition via Direct Classifier Learning with Transferred Samples and Pseudo Labels
... Huang, E. H.; Socher, R.; Manning, C. D.; and Ng, A. Y. 2012. Improving word representations via global context and multiple word prototypes. In The 50th Annual Meeting of the Association for Computational ... See full document
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