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Self-Supervised Learning

8,255 papers

Papers per year

Papers

Towards Zero-shot Commonsense Reasoning with Self-supervised Refinement of Language Models EMNLP 2021
Self-Supervised Detection of Contextual Synonyms in a Multi-Class Setting: Phenotype Annotation Use Case EMNLP 2021
Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning Interpretability EMNLP 2021
Exploring Non-Autoregressive Text Style Transfer EMNLP 2021
Enriching and Controlling Global Semantics for Text Summarization EMNLP 2021
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence Annotation EMNLP 2021
Guilt by Association: Emotion Intensities in Lexical Representations EMNLP 2021
MassiveSumm: a very large-scale, very multilingual, news summarisation dataset EMNLP 2021
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training EMNLP 2021
Self-training with Few-shot Rationalization EMNLP 2021
Improving Distantly-Supervised Named Entity Recognition with Self-Collaborative Denoising Learning EMNLP 2021
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization EMNLP 2021
iFacetSum: Coreference-based Interactive Faceted Summarization for Multi-Document Exploration EMNLP 2021
Self-supervised Contrastive Cross-Modality Representation Learning for Spoken Question Answering EMNLP 2021
Self-Teaching Machines to Read and Comprehend with Large-Scale Multi-Subject Question-Answering Data EMNLP 2021
Euphemistic Phrase Detection by Masked Language Model EMNLP 2021
Segmenting Natural Language Sentences via Lexical Unit Analysis EMNLP 2021
Reasoning Visual Dialog with Sparse Graph Learning and Knowledge Transfer EMNLP 2021
WHOSe Heritage: Classification of UNESCO World Heritage Statements of "Outstanding Universal Value” with Soft Labels EMNLP 2021
Effect Generation Based on Causal Reasoning EMNLP 2021
Distilling Word Meaning in Context from Pre-trained Language Models EMNLP 2021
Recall and Learn: A Memory-augmented Solver for Math Word Problems EMNLP 2021
Calibrate your listeners! Robust communication-based training for pragmatic speakers EMNLP 2021
Exploiting Reasoning Chains for Multi-hop Science Question Answering EMNLP 2021
End-to-end Neural Information Status Classification EMNLP 2021