Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification Mar 8, 2022 Classification Contrastive Learning
Code Code Available VILA: Improving Structured Content Extraction from Scientific PDFs Using Visual Layout Groups Jun 1, 2021 Language Modeling Language Modelling
Code Code Available A Sea of Words: An In-Depth Analysis of Anchors for Text Data May 27, 2022 text-classification Text Classification
Code Code Available Black-Box Attacks on Sequential Recommenders via Data-Free Model Extraction Sep 1, 2021 Data Poisoning Knowledge Distillation
Code Code Available Blacklight: Scalable Defense for Neural Networks against Query-Based Black-Box Attacks Jun 24, 2020 image-classification Image Classification
Code Code Available Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text Classification Oct 8, 2023 Contrastive Learning Multi-Label Classification
Code Code Available Interpreting Language Models with Contrastive Explanations Feb 21, 2022 Language Modeling Language Modelling
Code Code Available Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment Jul 27, 2019 Adversarial Text General Classification
Code Code Available KERMIT: Complementing Transformer Architectures with Encoders of Explicit Syntactic Interpretations Nov 1, 2020 Representation Learning Sentence
Code Code Available KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification May 8, 2025 Knowledge Graphs RAG
Code Code Available KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi Oct 23, 2020 Articles Benchmarking
Code Code Available KLUE: Korean Language Understanding Evaluation May 20, 2021 Dependency Parsing Dialogue State Tracking
Code Code Available Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification Apr 13, 2022 Few-Shot Text Classification Language Modeling
Code Code Available Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification Aug 4, 2021 Classification Few-Shot Text Classification
Code Code Available Cartography Active Learning Sep 9, 2021 Active Learning text-classification
Code Code Available L3Cube-IndicNews: News-based Short Text and Long Document Classification Datasets in Indic Languages Jan 4, 2024 Articles Classification
Code Code Available Beyond Prompting: Making Pre-trained Language Models Better Zero-shot Learners by Clustering Representations Oct 29, 2022 Clustering Sentence
Code Code Available Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuning Dec 31, 2020 Adversarial Robustness Data Augmentation
Code Code Available A Simple Log-based Loss Function for Ordinal Text Classification Oct 1, 2022 Classification text-classification
Code Code Available LaMP: When Large Language Models Meet Personalization Apr 22, 2023 Language Modeling Language Modelling
Code Code Available AlleNoise: large-scale text classification benchmark dataset with real-world label noise Jun 24, 2024 Classification Learning with noisy labels
Code Code Available Beyond the Next Token: Towards Prompt-Robust Zero-Shot Classification via Efficient Multi-Token Prediction Apr 4, 2025 Attribute Language Modeling
Code Code Available Large Language Models to Identify Social Determinants of Health in Electronic Health Records Aug 11, 2023 Adversarial Robustness Ethics
Code Code Available KoMultiText: Large-Scale Korean Text Dataset for Classifying Biased Speech in Real-World Online Services Oct 6, 2023 Hate Speech Detection Multi-Task Learning
Code Code Available ALL-IN-1: Short Text Classification with One Model for All Languages Oct 26, 2017 All General Classification
Code Code Available Learning to Detect Noisy Labels Using Model-Based Features Dec 28, 2022 Meta-Learning speech-recognition
Code Code Available Learning to Remember More with Less Memorization Jan 5, 2019 Memorization Sentiment Analysis
Code Code Available Learning Transformer Programs Jun 1, 2023 In-Context Learning Interpretable Machine Learning
Code Code Available An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Sep 4, 2019 Benchmarking General Classification
Code Code Available Length-Adaptive Transformer: Train Once with Length Drop, Use Anytime with Search Oct 14, 2020 Classification Question Answering
Code Code Available Lifelong Language Knowledge Distillation Oct 5, 2020 Knowledge Distillation Language Modelling
Code Code Available LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification Jan 9, 2021 General Classification Multi Label Text Classification
Code Code Available AdaSplash: Adaptive Sparse Flash Attention Feb 17, 2025 GPU Language Modeling
Code Code Available Asymmetric Polynomial Loss For Multi-Label Classification Apr 10, 2023 Classification image-classification
Code Code Available BERTweet: A pre-trained language model for English Tweets May 20, 2020 Language Modeling Language Modelling
Code Code Available MAGNET: Multi-Label Text Classification using Attention-based Graph Neural Network Feb 24, 2020 Document Classification General Classification
Code Code Available A Strong Baseline for Query Efficient Attacks in a Black Box Setting Sep 10, 2021 text-classification Text Classification
Code Code Available MASKER: Masked Keyword Regularization for Reliable Text Classification Dec 17, 2020 Classification Domain Generalization
Code Code Available MATCH: Metadata-Aware Text Classification in A Large Hierarchy Feb 15, 2021 Classification General Classification
Code Code Available MatchXML: An Efficient Text-label Matching Framework for Extreme Multi-label Text Classification Aug 25, 2023 Multi Label Text Classification Multi-Label Text Classification
Code Code Available Memoria: Resolving Fateful Forgetting Problem through Human-Inspired Memory Architecture Oct 4, 2023 Language Modeling Language Modelling
Code Code Available Metadata-Induced Contrastive Learning for Zero-Shot Multi-Label Text Classification Feb 11, 2022 Contrastive Learning Multi Label Text Classification
Code Code Available Meta-Learning Siamese Network for Few-Shot Text Classification Feb 5, 2023 Classification Descriptive
Code Code Available Meta-learning via Language Model In-context Tuning Oct 15, 2021 In-Context Learning Inductive Bias
Code Code Available Bag of Tricks for Efficient Text Classification Jul 6, 2016 CPU Emotion Recognition in Conversation
Code Code Available Beyond the Tip of the Iceberg: Assessing Coherence of Text Classifiers Sep 10, 2021 text-classification Text Classification
Code Code Available BertGCN: Transductive Text Classification by Combining GCN and BERT May 12, 2021 Classification text-classification
Code Code Available BertGCN: Transductive Text Classification by Combining GNN and BERT Aug 1, 2021 Classification text-classification
Code Code Available A Batch Normalized Inference Network Keeps the KL Vanishing Away Apr 27, 2020 Dialogue Generation Language Modeling
Code Code Available A Text Classification-Based Approach for Evaluating and Enhancing the Machine Interpretability of Building Codes Sep 24, 2023 Language Modelling text-classification
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