Text Classification

ILDAE: Instance-Level Difficulty Analysis of Evaluation Data ACL 2022 Improved Text Classification via Contrastive Adversarial Training AAAI 2022 Improving Classification of Infrequent Cognitive Distortions: Domain-Specific Model vs. Data Augmentation NAACL 2022 Improving Contextual Representation with Gloss Regularized Pre-training NAACL 2022 Improving Cross-domain, Cross-lingual and Multi-modal Deception Detection ACL 2022 Improving Fake News Detection of Influential Domain via Domain- and Instance-Level Transfer COLING 2022 Improving Graph-Based Text Representations with Character and Word Level N-grams AACL 2022 Improving Iterative Text Revision by Learning Where to Edit from Other Revision Tasks EMNLP 2022 Improving Large-scale Paraphrase Acquisition and Generation EMNLP 2022 Improving Multi-label Malevolence Detection in Dialogues through Multi-faceted Label Correlation Enhancement ACL 2022 Improving Neural Political Statement Classification with Class Hierarchical Information ACL 2022 Improving Precancerous Case Characterization via Transformer-based Ensemble Learning EMNLP 2022 Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification ACL 2022 Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language NAACL 2022 Infusing Knowledge from Wikipedia to Enhance Stance Detection ACL 2022 Instance-Guided Prompt Learning for Few-Shot Text Matching EMNLP 2022 Investigating Crowdsourcing Protocols for Evaluating the Factual Consistency of Summaries NAACL 2022 Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022 Investigating Selective Prediction Approaches Across Several Tasks in IID, OOD, and Adversarial Settings ACL 2022 Investigating the Characteristics of a Transformer in a Few-Shot Setup: Does Freezing Layers in RoBERTa Help? EMNLP 2022 Is BERT Robust to Label Noise? A Study on Learning with Noisy Labels in Text Classification ACL 2022 ISD at SemEval-2022 Task 6: Sarcasm Detection Using Lightweight Models SemEval 2022 Is Encoder-Decoder Transformer the Shiny Hammer? COLING 2022 Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics NAACL 2022 Is Your Perspective Also My Perspective? Enriching Prediction with Subjectivity COLING 2022