Funnelling: A New Ensemble Method for Heterogeneous Transfer Learning and its Application to Cross-Lingual Text Classification Jan 31, 2019 All Classification
Code Code Available 5 LA-HCN: Label-based Attention for Hierarchical Multi-label TextClassification Neural Network Sep 23, 2020 Multi Label Text Classification Multi-Label Text Classification
Code Code Available 5 Towards Answering Climate Questionnaires from Unstructured Climate Reports Jan 11, 2023 Question Answering text-classification
Code Code Available 5 FRAGE: Frequency-Agnostic Word Representation Sep 18, 2018 Language Modeling Language Modelling
Code Code Available 5 From Random to Supervised: A Novel Dropout Mechanism Integrated with Global Information Aug 24, 2018 Classification General Classification
Code Code Available 5 Gated Convolutional Bidirectional Attention-based Model for Off-topic Spoken Response Detection Apr 20, 2020 Machine Reading Comprehension Question Answering
Code Code Available 5 A Reproducibility Study of Goldilocks: Just-Right Tuning of BERT for TAR Jan 16, 2024 Active Learning Systematic Literature Review
Code Code Available 5 FlauBERT: Unsupervised Language Model Pre-training for French Dec 11, 2019 FLUE Language Modeling
Code Code Available 5 Classifying Textual Data with Pre-trained Vision Models through Transfer Learning and Data Transformations Jun 23, 2021 Domain Adaptation image-classification
Code Code Available 5 A Comparative Study of Feature Types for Age-Based Text Classification Sep 24, 2020 General Classification Information Retrieval
Code Code Available 5 Continual Graph Convolutional Network for Text Classification Apr 9, 2023 Classification Contrastive Learning
Code Code Available 5 FLAIR: An Easy-to-Use Framework for State-of-the-Art NLP Jun 1, 2019 Chunking Named Entity Recognition (NER)
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 Learning Character-level Compositionality with Visual Features Apr 17, 2017 text-classification Text Classification
Code Code Available 5 Guarded Query Routing for Large Language Models May 20, 2025 Large Language Model text-classification
Code Code Available 5 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 5 Contrastive Bootstrapping for Label Refinement Jun 7, 2023 Clustering text-classification
Code Code Available 5 A thorough benchmark of automatic text classification: From traditional approaches to large language models Apr 2, 2025 Sentiment Analysis text-classification
Code Code Available 5 Fine-grained domain classification of text using TERMIUM Plus Sep 1, 2017 Classification domain classification
Code Code Available 5 A Deep Relevance Model for Zero-Shot Document Filtering Jul 1, 2018 Sentiment Analysis 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 Classification of Radiological Text in Small and Imbalanced Datasets in a Non-English Language Sep 30, 2024 Few-Shot Learning Sentence
Code Code Available 5 Are All the Datasets in Benchmark Necessary? A Pilot Study of Dataset Evaluation for Text Classification Nov 16, 2021 All Sentence
Code Code Available 5 Few-Shot Text Classification with Pre-Trained Word Embeddings and a Human in the Loop Apr 5, 2018 Few-Shot Learning Few-Shot Text Classification
Code Code Available 5 A Transformer-based Autoregressive Decoder Architecture for Hierarchical Text Classification Jan 23, 2025 Decoder text-classification
Code Code Available 5 Controlling Bias Exposure for Fair Interpretable Predictions Oct 14, 2022 Attribute Task 2
Code Code Available 5 Classification of Medication-Related Tweets Using Stacked Bidirectional LSTMs with Context-Aware Attention Oct 1, 2018 General Classification Text Classification
Code Code Available 5 Few-Shot Charge Prediction with Discriminative Legal Attributes Aug 1, 2018 Attribute Prediction
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 A Hierarchical Neural Attention-based Text Classifier Oct 1, 2018 Classification General Classification
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 Pseudo-Labeling for Intent Detection Dec 8, 2020 Clustering Intent Detection
Code Code Available 5 A Multi-level Neural Network for Implicit Causality Detection in Web Texts Aug 18, 2019 Causal Inference Feature Engineering
Code Code Available 5 Learning When to Say "I Don't Know" Sep 11, 2022 text-classification Text 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 Classical Out-of-Distribution Detection Methods Benchmark in Text Classification Tasks Jul 13, 2023 Out-of-Distribution Detection text-classification
Code Code Available 5 Legal Judgment Prediction via Topological Learning Oct 1, 2018 Articles Multi-Task Learning
Code Code Available 5 AraDIC: Arabic Document Classification using Image-Based Character Embeddings and Class-Balanced Loss Jun 20, 2020 Classification Deep Learning
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 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 Fair Text Classification with Wasserstein Independence Nov 21, 2023 Attribute 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 Arabic Synonym BERT-based Adversarial Examples for Text Classification Feb 5, 2024 Adversarial Text Language Modeling
Code Code Available 5 A C-LSTM Neural Network for Text Classification Nov 27, 2015 General Classification Sentence
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 At the Intersection of NLP and Sustainable Development: Exploring the Impact of Demographic-Aware Text Representations in Modeling Value on a Corpus of Interviews Jun 1, 2022 Classification Privacy Preserving
Code Code Available 5 CIAug: Equipping Interpolative Augmentation with Curriculum Learning Jul 1, 2022 Data Augmentation named-entity-recognition
Code Code Available 5 A Quantitative and Qualitative Analysis of Suicide Ideation Detection using Deep Learning Jun 17, 2022 Deep Learning text-classification
Code Code Available 5 Exposing the Limits of Video-Text Models through Contrast Sets Jul 1, 2022 Language Modeling Language Modelling
Code Code Available 5 FastClass: A Time-Efficient Approach to Weakly-Supervised Text Classification Dec 11, 2022 Classification text-classification
Code Code Available 5 