A Simple Yet Efficient Method for Adversarial Word-Substitute Attack May 7, 2022 text-classification Text Classification
— Unverified Federated Learning with Noisy User Feedback May 6, 2022 Federated Learning text-classification
— Unverified RaFoLa: A Rationale-Annotated Corpus for Detecting Indicators of Forced Labour May 5, 2022 Articles Multi Label Text Classification
— Unverified Are All the Datasets in Benchmark Necessary? A Pilot Study of Dataset Evaluation for Text Classification May 4, 2022 All Sentence
— Unverified Don't sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks May 3, 2022 text-classification Text Classification
Code Code Available Multi-Task Text Classification using Graph Convolutional Networks for Large-Scale Low Resource Language May 2, 2022 Graph Reconstruction Sarcasm Detection
Code Code Available Biographical: A Semi-Supervised Relation Extraction Dataset May 2, 2022 Articles Knowledge Graphs
— Unverified Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation May 1, 2022 Adversarial Defense Density Estimation
Code Code Available DDDM: a Brain-Inspired Framework for Robust Classification May 1, 2022 Classification Decision Making
Code Code Available IISERB@LT-EDI-ACL2022: A Bag of Words and Document Embeddings Based Framework to Identify Severity of Depression Over Social Media May 1, 2022 text-classification Text Classification
— Unverified Contrastive Learning-Enhanced Nearest Neighbor Mechanism for Multi-Label Text Classification May 1, 2022 Contrastive Learning Multi Label Text Classification
— Unverified MetaWeighting: Learning to Weight Tasks in Multi-Task Learning May 1, 2022 Multi-Task Learning text-classification
— Unverified Ranking-Constrained Learning with Rationales for Text Classification May 1, 2022 Classification text-classification
— Unverified Utilizing Cross-Modal Contrastive Learning to Improve Item Categorization BERT Model May 1, 2022 Contrastive Learning Self-Supervised Learning
— Unverified Uncertainty Estimation of Transformer Predictions for Misclassification Detection May 1, 2022 Active Learning Adversarial Attack
Code Code Available ASCM: An Answer Space Clustered Prompting Method without Answer Engineering May 1, 2022 Few-Shot Text Classification Natural Language Inference
Code Code Available FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classification May 1, 2022 Abstractive Text Summarization Classification
Code Code Available ClusterFormer: Neural Clustering Attention for Efficient and Effective Transformer May 1, 2022 Clustering Machine Translation
— Unverified Explaining Classes through Stable Word Attributions May 1, 2022 text-classification Text Classification
Code Code Available Explainable Assessment of Healthcare Articles with QA May 1, 2022 Articles Explanation Generation
— Unverified Uncertainty Regularized Multi-Task Learning May 1, 2022 Multi-Task Learning text-classification
— Unverified Leveraging Task Transferability to Meta-learning for Clinical Section Classification with Limited Data May 1, 2022 Classification Meta-Learning
— Unverified Learning with Limited Text Data May 1, 2022 Data Augmentation Structured Prediction
— Unverified English-Malay Cross-Lingual Embedding Alignment using Bilingual Lexicon Augmentation May 1, 2022 Cross-Lingual Word Embeddings Machine Translation
— Unverified Towards Fine-grained Classification of Climate Change related Social Media Text May 1, 2022 Classification Decision Making
— Unverified EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization May 1, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified Word-level Perturbation Considering Word Length and Compositional Subwords May 1, 2022 Machine Translation text-classification
Code Code Available Early Stopping Based on Unlabeled Samples in Text Classification May 1, 2022 Classification text-classification
Code Code Available BERT 4EVER@LT-EDI-ACL2022-Detecting signs of Depression from Social Media:Detecting Depression in Social Media using Prompt-Learning and Word-Emotion Cluster May 1, 2022 Prompt Learning text-classification
— Unverified Solution of DeBERTaV3 on CommonsenseQA Apr 30, 2022 Answer Selection Natural Language Inference
Code Code Available Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling Apr 29, 2022 Federated Learning Model Poisoning
— Unverified Reprint: a randomized extrapolation based on principal components for data augmentation Apr 26, 2022 Data Augmentation text-classification
Code Code Available A Robust Contrastive Alignment Method For Multi-Domain Text Classification Apr 26, 2022 Classification Contrastive Learning
— Unverified Modular Domain Adaptation Apr 26, 2022 Domain Adaptation text-classification
Code Code Available Twitter-Based Gender Recognition Using Transformers Apr 24, 2022 Opinion Mining Sentiment Analysis
Code Code Available Neural Contrastive Clustering: Fully Unsupervised Bias Reduction for Sentiment Classification Apr 22, 2022 Classification Clustering
— Unverified Few-shot learning for medical text: A systematic review Apr 21, 2022 Articles Few-Shot Learning
— Unverified A Framework for Interactive Knowledge-Aided Machine Teaching Apr 21, 2022 text-classification Text Classification
— Unverified Improved Group Robustness via Classifier Retraining on Independent Splits Apr 20, 2022 Model Selection text-classification
Code Code Available Active Few-Shot Learning with FASL Apr 20, 2022 Active Learning Few-Shot Learning
Code Code Available Detecting Text Formality: A Study of Text Classification Approaches Apr 19, 2022 Classification Retrieval
Code Code Available Mono vs Multilingual BERT for Hate Speech Detection and Text Classification: A Case Study in Marathi Apr 19, 2022 Articles Classification
— Unverified Zero-shot Entity and Tweet Characterization with Designed Conditional Prompts and Contexts Apr 18, 2022 Language Modeling Language Modelling
— Unverified HFT-ONLSTM: Hierarchical and Fine-Tuning Multi-label Text Classification Apr 18, 2022 Classification Multi Label Text Classification
— Unverified Pathologies of Pre-trained Language Models in Few-shot Fine-tuning Apr 17, 2022 Prediction text-classification
— Unverified Shedding New Light on the Language of the Dark Web Apr 14, 2022 text-classification Text Classification
— Unverified An Ensemble Learning Based Approach to Multi-label Power Text Classification for Fault-type Recognition Apr 13, 2022 Classification Ensemble Learning
— Unverified TangoBERT: Reducing Inference Cost by using Cascaded Architecture Apr 13, 2022 CPU Reading Comprehension
— Unverified Easy Adaptation to Mitigate Gender Bias in Multilingual Text Classification Apr 12, 2022 Domain Adaptation Hate Speech Detection
Code Code Available MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification Apr 11, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified 