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1
Jibes & Delights: A Dataset of Targeted Insults and Compliments to Tackle Online Abuse​ ...
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Bird’s Eye: Probing for Linguistic Graph Structures with a Simple Information-Theoretic Approach ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.145 Abstract: NLP has a rich history of representing our prior understanding of language in the form of graphs. Recent work on analyzing contextualized text representations has focused on hand-designed probe models to understand how and to what extent do these representations encode a particular linguistic phenomenon. However, due to the inter-dependence of various phenomena and randomness of training probe models, detecting how these representations encode the rich information in these linguistic graphs remains a challenging problem. In this paper, we propose a new information-theoretic probe, Bird's Eye, which is a fairly simple probe method for detecting if and how these representations encode the information in these linguistic graphs. Instead of using model performance, our probe takes an information-theoretic view of probing and estimates the mutual information between the linguistic graph embedded in a continuous space and the contextualized word ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://underline.io/lecture/25458-birds-eye-probing-for-linguistic-graph-structures-with-a-simple-information-theoretic-approach
https://dx.doi.org/10.48448/fc73-tp18
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3
Correcting Chinese Spelling Errors with Phonetic Pre-training ...
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4
PLOME: Pre-training with Misspelled Knowledge for Chinese Spelling Correction ...
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5
Including Signed Languages in Natural Language Processing ...
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6
When is Char Better Than Subword: A Systematic Study of Segmentation Algorithms for Neural Machine Translation ...
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7
To POS Tag or Not to POS Tag: The Impact of POS Tags on Morphological Learning in Low-Resource Settings ...
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8
Superbizarre Is Not Superb: Derivational Morphology Improves BERT's Interpretation of Complex Words ...
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9
LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification ...
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10
Quotation Recommendation and Interpretation Based on Transformation from Queries to Quotations ...
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11
How Did This Get Funded?! Automatically Identifying Quirky Scientific Achievements ...
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12
Minimax and Neyman–Pearson Meta-Learning for Outlier Languages ...
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13
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding ...
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14
Towards Protecting Vital Healthcare Programs by Extracting Actionable Knowledge from Policy ...
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15
DYPLOC: Dynamic Planning of Content Using Mixed Language Models for Text Generation ...
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16
Automated Concatenation of Embeddings for Structured Prediction ...
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17
QASR: QCRI Aljazeera Speech Resource A Large Scale Annotated Arabic Speech Corpus ...
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18
Code Generation from Natural Language with Less Prior Knowledge and More Monolingual Data ...
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19
Learning Disentangled Latent Topics for Twitter Rumour Veracity Classification ...
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20
Scaling Within Document Coreference to Long Texts ...
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