Exploring the Vulnerability of Natural Language Processing Models via Universal Adversarial Texts Dec 1, 2021 Adversarial Attack text-classification
Code Code Available Representer Point Selection via Local Jacobian Expansion for Post-hoc Classifier Explanation of Deep Neural Networks and Ensemble Models Dec 1, 2021 image-classification Image Classification
Code Code Available Text classification problems via BERT embedding method and graph convolutional neural network Nov 30, 2021 text-classification Text Classification
— Unverified Enhancing Identification of Structure Function of Academic Articles Using Contextual Information Nov 28, 2021 Articles Deep Learning
Code Code Available Zero-Shot Cross-Lingual Transfer in Legal Domain Using Transformer Models Nov 28, 2021 Classification Cross-Lingual Transfer
Code Code Available BCH-NLP at BioCreative VII Track 3: medications detection in tweets using transformer networks and multi-task learning Nov 26, 2021 All Data Augmentation
Code Code Available KNAS: Green Neural Architecture Search Nov 26, 2021 image-classification Image Classification
Code Code Available Selection of pseudo-annotated data for adverse drug reaction classification across drug groups Nov 24, 2021 text-classification Text Classification
— Unverified SimpleTRON: Simple Transformer with O(N) Complexity Nov 23, 2021 Text Classification
— Unverified Can depth-adaptive BERT perform better on binary classification tasks Nov 22, 2021 Binary Classification Classification
— Unverified Hierarchical Text Classification As Sub-Hierarchy Sequence Generation Nov 22, 2021 Classification Decoder
— Unverified Weakly Supervised Prototype Topic Model with Discriminative Seed Words: Modifying the Category Prior by Self-exploring Supervised Signals Nov 20, 2021 text-classification Text Classification
— Unverified Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification Nov 17, 2021 Active Learning Classification
— Unverified BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla Nov 16, 2021 Language Modeling Language Modelling
— Unverified LINDA: Unsupervised Learning to Interpolate in Natural Language Processing Nov 16, 2021 Data Augmentation text-classification
— Unverified Rethinking News Text Classification from a Timeliness Perspective under the Pre-training and Fine-tuning Paradigm Nov 16, 2021 Classification News Classification
— Unverified Measuring Fairness of Text Classifiers via Prediction Sensitivity Nov 16, 2021 Attribute counterfactual
— Unverified Data Augmentation with Sentence Recombination Method for Semi-supervised Text Classification Nov 16, 2021 Data Augmentation Semi-Supervised Text Classification
— Unverified Meta-learning via Language Model In-context Tuning Nov 16, 2021 In-Context Learning Inductive Bias
— Unverified Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification Nov 16, 2021 Few-Shot Text Classification Language Modeling
— Unverified Neighbour Contrastive Learning with Heterogeneous Graph Attention Networks on Short Text Classification Nov 16, 2021 Contrastive Learning Graph Attention
— Unverified Flooding-X: Improving BERT's Resistance to Adversarial Attacks via Loss-Restricted Fine-Tuning Nov 16, 2021 Adversarial Robustness text-classification
— Unverified Extreme Multi-label Text Classification with Multi-layer Experts Nov 16, 2021 Classification Multi Label Text Classification
— Unverified Extreme Multi-label Text Classification with Pseudo Label Descriptions Nov 16, 2021 Classification Multi Label Text Classification
— Unverified Identifying Semantically Difficult Samples to Improve Text Classification Nov 16, 2021 Classification text-classification
— Unverified Are All the Datasets in Benchmark Necessary? A Pilot Study of Dataset Evaluation for Text Classification Nov 16, 2021 All Sentence
Code Code Available Identifying Corporate Credit Risk Sentiments from Financial News Nov 16, 2021 Management text-classification
— Unverified Towards Computationally Feasible Deep Active Learning Nov 16, 2021 Active Learning text-classification
— Unverified Enhancing Robustness of Pre-trained Language Model with Lexical Simplification Nov 16, 2021 Diversity Language Modeling
— Unverified Revisiting Transformer-based Models for Long Document Classification Nov 16, 2021 Classification Document Classification
— Unverified Revisiting Softmax for Uncertainty Approximation in Text Classification Nov 16, 2021 Classification Domain Adaptation
— Unverified LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification Nov 16, 2021 Memorization Pseudo Label
— Unverified Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks Nov 16, 2021 Data Augmentation Language Modeling
— Unverified TransSGAN: GAN based semi-superivsed learning for text classification with Transformer Encoder Nov 16, 2021 Data Augmentation text-classification
— Unverified Weight Squeezing: Reparameterization for Knowledge Transfer and Model Compression Nov 16, 2021 Model Compression text-classification
— Unverified MarkBERT: Marking Word Boundaries Improves Chinese BERT Nov 16, 2021 Chinese Named Entity Recognition named-entity-recognition
Code Code Available TENT: Text Classification Based on ENcoding Tree Learning Nov 16, 2021 Classification text-classification
— Unverified Control False Negative Instances In Contrastive Learning To ImproveLong-tailed Item Categorization Nov 16, 2021 Classification Contrastive Learning
— Unverified Modular Domain Adaptation Nov 16, 2021 Domain Adaptation text-classification
— Unverified Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER Nov 16, 2021 Domain Adaptation Few-Shot Text Classification
— Unverified A simple log-based loss function for ordinal text classification Nov 16, 2021 Classification text-classification
— Unverified Personality Prediction of Narrative Characters from Movie Scripts Nov 16, 2021 Prediction text-classification
— Unverified Pre-training Pre-trained Models with Auxiliary Labels and Fine-tuning for Text Classification Nov 16, 2021 Classification Sentence
— Unverified Roles of Words: What Should (n’t) Be Augmented in Text Augmentation on Text Classification Tasks? Nov 16, 2021 Classification Text Augmentation
— Unverified LordBERT: Embedding Long Text by Segment Ordering with BERT Nov 16, 2021 Implicit Relations Multi-Task Learning
— Unverified Your fairness may vary: Pretrained language model fairness in toxic text classification Nov 16, 2021 Fairness Language Modeling
— Unverified Vec2Node: Self-training with Tensor Augmentation for Text Classification with Few Labels Nov 16, 2021 Data Augmentation Tensor Decomposition
— Unverified MAML-CL: Edited Model-Agnostic Meta-Learning for Continual Learning Nov 16, 2021 Continual Learning Meta-Learning
Code Code Available ERNIE-SPARSE: Learning Hierarchical Efficient Transformer Through Regularized Self-Attention Nov 16, 2021 Sparse Learning text-classification
— Unverified A Novel Efficient and Effective Preprocessing Strategy for Text Classification Nov 16, 2021 Classification text-classification
— Unverified 