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Weakly Supervised Learning

3,895 papers

Papers per year

Papers

Synthetic Examples Improve Cross-Target Generalization: A Study on Stance Detection on a Twitter corpus. EACL 2021
(Mis)alignment Between Stance Expressed in Social Media Data and Public Opinion Surveys EMNLP 2021
How Does Counterfactually Augmented Data Impact Models for Social Computing Constructs? EMNLP 2021
Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data EMNLP 2021
Learning Logic Rules for Document-Level Relation Extraction EMNLP 2021
Weakly supervised discourse segmentation for multiparty oral conversations EMNLP 2021
Shortcutted Commonsense: Data Spuriousness in Deep Learning of Commonsense Reasoning EMNLP 2021
Fairness-aware Class Imbalanced Learning EMNLP 2021
Minimal Supervision for Morphological Inflection EMNLP 2021
A Three-Stage Learning Framework for Low-Resource Knowledge-Grounded Dialogue Generation EMNLP 2021
Importance Estimation from Multiple Perspectives for Keyphrase Extraction EMNLP 2021
Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction EMNLP 2021
Weakly-supervised Text Classification Based on Keyword Graph EMNLP 2021
Mind the Style of Text! Adversarial and Backdoor Attacks Based on Text Style Transfer EMNLP 2021
Genre as Weak Supervision for Cross-lingual Dependency Parsing EMNLP 2021
ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision EMNLP 2021
Learning from Noisy Labels for Entity-Centric Information Extraction EMNLP 2021
Instance-adaptive training with noise-robust losses against noisy labels EMNLP 2021
Learning to Selectively Learn for Weakly-supervised Paraphrase Generation EMNLP 2021
On the Benefit of Syntactic Supervision for Cross-lingual Transfer in Semantic Role Labeling EMNLP 2021
Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question Answering EMNLP 2021
Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question Answering EMNLP 2021
Aspect-Controllable Opinion Summarization EMNLP 2021
Tribrid: Stance Classification with Neural Inconsistency Detection EMNLP 2021
Generative Context Pair Selection for Multi-hop Question Answering EMNLP 2021