Classical Out-of-Distribution Detection Methods Benchmark in Text Classification Tasks Jul 13, 2023 Out-of-Distribution Detection text-classification
Code Code Available Unsupervised Calibration through Prior Adaptation for Text Classification using Large Language Models Jul 13, 2023 In-Context Learning text-classification
Code Code Available DDNAS: Discretized Differentiable Neural Architecture Search for Text Classification Jul 12, 2023 Classification Neural Architecture Search
Code Code Available Mao-Zedong At SemEval-2023 Task 4: Label Represention Multi-Head Attention Model With Contrastive Learning-Enhanced Nearest Neighbor Mechanism For Multi-Label Text Classification Jul 11, 2023 Contrastive Learning Multi Label Text Classification
Code Code Available S2vNTM: Semi-supervised vMF Neural Topic Modeling Jul 6, 2023 Language Modeling Language Modelling
— Unverified Open-Source LLMs for Text Annotation: A Practical Guide for Model Setting and Fine-Tuning Jul 5, 2023 Articles text annotation
— Unverified SCAT: Robust Self-supervised Contrastive Learning via Adversarial Training for Text Classification Jul 4, 2023 Contrastive Learning text-classification
— Unverified KDSTM: Neural Semi-supervised Topic Modeling with Knowledge Distillation Jul 4, 2023 Classification Knowledge Distillation
— Unverified vONTSS: vMF based semi-supervised neural topic modeling with optimal transport Jul 3, 2023 Classification Diversity
— Unverified Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition Systems Jul 3, 2023 Cross-Lingual Transfer named-entity-recognition
Code Code Available REAL: A Representative Error-Driven Approach for Active Learning Jul 3, 2023 Active Learning Diversity
Code Code Available Make Text Unlearnable: Exploiting Effective Patterns to Protect Personal Data Jul 2, 2023 Question Answering text-classification
Code Code Available Automatic Counterfactual Augmentation for Robust Text Classification Based on Word-Group Search Jul 1, 2023 counterfactual Fairness
— Unverified Low-Resource Cross-Lingual Adaptive Training for Nigerian Pidgin Jul 1, 2023 text-classification Text Classification
Code Code Available Hybrid uncertainty quantification for selective text classification in ambiguous tasks Jul 1, 2023 text-classification Text Classification
— Unverified Meta-training with Demonstration Retrieval for Efficient Few-shot Learning Jun 30, 2023 Few-Shot Learning GPU
— Unverified Investigating Cross-Domain Behaviors of BERT in Review Understanding Jun 27, 2023 text-classification Text Classification
— Unverified On the Universal Adversarial Perturbations for Efficient Data-free Adversarial Detection Jun 27, 2023 text-classification Text Classification
Code Code Available Deconstructing Classifiers: Towards A Data Reconstruction Attack Against Text Classification Models Jun 23, 2023 Classification Reconstruction Attack
— Unverified Evolutionary Verbalizer Search for Prompt-based Few Shot Text Classification Jun 18, 2023 Few-Shot Text Classification Language Modeling
Code Code Available Description-Enhanced Label Embedding Contrastive Learning for Text Classification Jun 15, 2023 Classification Contrastive Learning
Code Code Available One Law, Many Languages: Benchmarking Multilingual Legal Reasoning for Judicial Support Jun 15, 2023 Benchmarking Information Retrieval
Code Code Available Learning to Specialize: Joint Gating-Expert Training for Adaptive MoEs in Decentralized Settings Jun 14, 2023 Diversity Federated Learning
— Unverified Rank-Aware Negative Training for Semi-Supervised Text Classification Jun 13, 2023 Classification Semi-Supervised Text Classification
Code Code Available Soft Language Clustering for Multilingual Model Pre-training Jun 13, 2023 Clustering Cross-Lingual Transfer
— Unverified Imbalanced Multi-label Classification for Business-related Text with Moderately Large Label Spaces Jun 12, 2023 Multi-Label Classification MUlTI-LABEL-ClASSIFICATION
— Unverified Textual Augmentation Techniques Applied to Low Resource Machine Translation: Case of Swahili Jun 12, 2023 Data Augmentation Machine Translation
— Unverified Leveraging Language Identification to Enhance Code-Mixed Text Classification Jun 8, 2023 Classification Hate Speech Detection
— Unverified Assessing Phrase Break of ESL Speech with Pre-trained Language Models and Large Language Models Jun 8, 2023 text-classification Text Classification
— Unverified Interpretable Medical Diagnostics with Structured Data Extraction by Large Language Models Jun 8, 2023 Diagnostic text-classification
— Unverified T3L: Translate-and-Test Transfer Learning for Cross-Lingual Text Classification Jun 8, 2023 Classification Cross-Lingual Transfer
Code Code Available Privacy- and Utility-Preserving NLP with Anonymized Data: A case study of Pseudonymization Jun 8, 2023 text-classification Text Classification
Code Code Available Analysis of the Fed's communication by using textual entailment model of Zero-Shot classification Jun 7, 2023 Natural Language Inference Sentiment Analysis
— Unverified Contrastive Bootstrapping for Label Refinement Jun 7, 2023 Clustering text-classification
Code Code Available CL-UZH at SemEval-2023 Task 10: Sexism Detection through Incremental Fine-Tuning and Multi-Task Learning with Label Descriptions Jun 6, 2023 Multi-Task Learning text-classification
Code Code Available CELDA: Leveraging Black-box Language Model as Enhanced Classifier without Labels Jun 5, 2023 Language Modeling Language Modelling
— Unverified TART: Improved Few-shot Text Classification Using Task-Adaptive Reference Transformation Jun 3, 2023 Few-Shot Text Classification Meta-Learning
Code Code Available Word Embeddings for Banking Industry Jun 2, 2023 Sentiment Analysis text-classification
— Unverified Adversarial Clean Label Backdoor Attacks and Defenses on Text Classification Systems May 31, 2023 Data Poisoning text-classification
— Unverified Analyzing Text Representations by Measuring Task Alignment May 31, 2023 Classification Clustering
— Unverified Machine Learning Approach for Cancer Entities Association and Classification May 30, 2023 Articles Classification
— Unverified Cross Encoding as Augmentation: Towards Effective Educational Text Classification May 30, 2023 Classification Data Augmentation
— Unverified A Two-Stage Decoder for Efficient ICD Coding May 27, 2023 Classification Decoder
Code Code Available A Framework For Refining Text Classification and Object Recognition from Academic Articles May 27, 2023 Articles Object Recognition
— Unverified D-CALM: A Dynamic Clustering-based Active Learning Approach for Mitigating Bias May 26, 2023 Active Learning Clustering
— Unverified Perturbation-based Self-supervised Attention for Attention Bias in Text Classification May 25, 2023 Sentence text-classification
— Unverified 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 Estimating class separability of text embeddings with persistent homology May 24, 2023 Language Modelling Multi Class Text Classification
— Unverified PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text Classification May 24, 2023 Classification Contrastive Learning
— Unverified Is Summary Useful or Not? An Extrinsic Human Evaluation of Text Summaries on Downstream Tasks May 24, 2023 Informativeness Question Answering
— Unverified 