Navigating the Shortcut Maze: A Comprehensive Analysis of Shortcut Learning in Text Classification by Language Models Sep 26, 2024 text-classification Text Classification
Code Code Available 5 Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy Interpolation Jun 18, 2024 Computational Efficiency Data Augmentation
Code Code Available 5 Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance Feb 20, 2024 In-Context Learning Language Modeling
Code Code Available 5 FPT: Feature Prompt Tuning for Few-shot Readability Assessment Apr 3, 2024 16k Few-Shot Text Classification
Code Code Available 5 Generative Calibration for In-context Learning Oct 16, 2023 In-Context Learning text-classification
Code Code Available 5 How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection Feb 27, 2019 General Classification text-classification
Code Code Available 5 AugGPT: Leveraging ChatGPT for Text Data Augmentation Feb 25, 2023 Data Augmentation Few-Shot Learning
Code Code Available 5 A Practitioners' Guide to Transfer Learning for Text Classification using Convolutional Neural Networks Jan 19, 2018 General Classification text-classification
Code Code Available 5 Data Distillation for Text Classification Apr 17, 2021 Classification General Classification
Code Code Available 5 Automatic deductive coding in discourse analysis: an application of large language models in learning analytics Oct 2, 2024 Feature Engineering Language Modeling
Code Code Available 5 A Graph Degeneracy-based Approach to Keyword Extraction Nov 1, 2016 Document Classification Information Retrieval
Code Code Available 5 Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification Mar 11, 2019 BIG-bench Machine Learning Fairness
Code Code Available 5 Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces Oct 1, 2018 General Classification Multi-Label Classification
Code Code Available 5 NutCracker at WNUT-2020 Task 2: Robustly Identifying Informative COVID-19 Tweets using Ensembling and Adversarial Training Oct 9, 2020 Task 2 Text Classification
Code Code Available 5 On Dataset Transferability in Active Learning for Transformers May 16, 2023 Active Learning text-classification
Code Code Available 5 DataSEARCH at IEST 2018: Multiple Word Embedding based Models for Implicit Emotion Classification of Tweets with Deep Learning Oct 1, 2018 Classification Emotion Classification
Code Code Available 5 Character-level Convolutional Network for Text Classification Applied to Chinese Corpus Nov 14, 2016 Classification General Classification
Code Code Available 5 Feature Adaptation of Pre-Trained Language Models across Languages and Domains with Robust Self-Training Sep 24, 2020 Domain Adaptation Text Classification
Code Code Available 5 On The Empirical Effectiveness of Unrealistic Adversarial Hardening Against Realistic Adversarial Attacks Feb 7, 2022 Adversarial Robustness Malware Detection
Code Code Available 5 On the Sensitivity and Stability of Model Interpretations in NLP Apr 18, 2021 Adversarial Robustness Dependency Parsing
Code Code Available 5 Federated Continual Learning for Text Classification via Selective Inter-client Transfer Oct 12, 2022 Continual Learning Federated Learning
Code Code Available 5 DDDM: a Brain-Inspired Framework for Robust Classification May 1, 2022 Classification Decision Making
Code Code Available 5 DDNAS: Discretized Differentiable Neural Architecture Search for Text Classification Jul 12, 2023 Classification Neural Architecture Search
Code Code Available 5 On the Impact of Temporal Concept Drift on Model Explanations Oct 17, 2022 Text Classification
Code Code Available 5 Debiasing Made State-of-the-art: Revisiting the Simple Seed-based Weak Supervision for Text Classification May 24, 2023 text-classification Text Classification
Code Code Available 5 On the privacy-utility trade-off in differentially private hierarchical text classification Mar 4, 2021 General Classification Inference Attack
Code Code Available 5 FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Apr 18, 2021 Benchmarking Federated Learning
Code Code Available 5 Few-Shot Charge Prediction with Discriminative Legal Attributes Aug 1, 2018 Attribute Prediction
Code Code Available 5 A Variational Approach for Learning from Positive and Unlabeled Data Jun 3, 2019 Fraud Detection text-classification
Code Code Available 5 Challenging the Semi-Supervised VAE Framework for Text Classification Sep 27, 2021 Classification text-classification
Code Code Available 5 FastClass: A Time-Efficient Approach to Weakly-Supervised Text Classification Dec 11, 2022 Classification text-classification
Code Code Available 5 Active learning for reducing labeling effort in text classification tasks Sep 10, 2021 Active Learning text-classification
Code Code Available 5 Fake News Detection: a comparison between available Deep Learning techniques in vector space Feb 18, 2021 Fake News Detection text-classification
Code Code Available 5 CEPOC: The Cambridge Exams Publishing Open Cloze dataset Jun 1, 2022 text-classification Text Classification
Code Code Available 5 Aggressive Sampling for Multi-class to Binary Reduction with Applications to Text Classification Jan 23, 2017 Binary Classification Classification
Code Code Available 5 Extracting Outcomes from Appellate Decisions in US State Courts Dec 9, 2020 Attribute Extraction legal outcome extraction
Code Code Available 5 Fair Text Classification with Wasserstein Independence Nov 21, 2023 Attribute Classification
Code Code Available 5 Automatic Text-based Personality Recognition on Monologues and Multiparty Dialogues Using Attentive Networks and Contextual Embeddings Nov 21, 2019 General Classification text-classification
Code Code Available 5 Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition Systems Jul 3, 2023 Cross-Lingual Transfer named-entity-recognition
Code Code Available 5 CAWA: An Attention-Network for Credit Attribution Nov 26, 2019 Information Retrieval Multilabel Text Classification
Code Code Available 5 Exploring the Relationship Between Algorithm Performance, Vocabulary, and Run-Time in Text Classification Apr 8, 2021 Classification Document Classification
Code Code Available 5 Deep Learning Based Multi-Label Text Classification of UNGA Resolutions Apr 1, 2020 Classification Deep Learning
Code Code Available 5 Exploring Multilingual Text Data Distillation Aug 9, 2023 Dataset Distillation Fairness
Code Code Available 5 AppealCase: A Dataset and Benchmark for Civil Case Appeal Scenarios May 22, 2025 Decision Making Multi-class Classification
Code Code Available 5 Exploring Neural Language Models via Analysis of Local and Global Self-Attention Spaces Apr 1, 2021 Machine Translation Question Answering
Code Code Available 5 PEACH: Pretrained-embedding Explanation Across Contextual and Hierarchical Structure Apr 21, 2024 Attribute feature selection
Code Code Available 5 Exploring the Trade-off Between Model Performance and Explanation Plausibility of Text Classifiers Using Human Rationales Apr 3, 2024 Contrastive Learning Hate Speech Detection
Code Code Available 5 Deep Learning on a Healthy Data Diet: Finding Important Examples for Fairness Nov 20, 2022 counterfactual Data Augmentation
Code Code Available 5 Deep Learning with Gaussian Differential Privacy Nov 26, 2019 Deep Learning General Classification
Code Code Available 5 A pipeline and comparative study of 12 machine learning models for text classification Apr 4, 2022 BIG-bench Machine Learning Classification
Code Code Available 5 