| Don't Retrain, Just Rewrite: Countering Adversarial Perturbations by Rewriting Text | May 25, 2023 | Adversarial RobustnessClassification | —Unverified | 0 |
| From Shortcuts to Triggers: Backdoor Defense with Denoised PoE | May 24, 2023 | backdoor defenseData Poisoning | CodeCode Available | 0 |
| Text Classification via Large Language Models | May 15, 2023 | ClassificationDiagnostic | CodeCode Available | 1 |
| Two-in-One: A Model Hijacking Attack Against Text Generation Models | May 12, 2023 | ClassificationFace Recognition | —Unverified | 0 |
| Masked Language Model Based Textual Adversarial Example Detection | Apr 18, 2023 | Adversarial DefenseLanguage Modeling | CodeCode Available | 0 |
| TrojText: Test-time Invisible Textual Trojan Insertion | Mar 3, 2023 | SST-2 | CodeCode Available | 0 |
| Few-shot Multimodal Multitask Multilingual Learning | Feb 19, 2023 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| Bag of Tricks for Effective Language Model Pretraining and Downstream Adaptation: A Case Study on GLUE | Feb 18, 2023 | Contrastive LearningDenoising | —Unverified | 0 |
| BDMMT: Backdoor Sample Detection for Language Models through Model Mutation Testing | Jan 25, 2023 | Backdoor AttackSentence | —Unverified | 0 |
| Adaptive Deep Neural Network Inference Optimization with EENet | Jan 15, 2023 | Inference OptimizationScheduling | CodeCode Available | 1 |
| ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients | Jan 1, 2023 | Federated LearningSST-2 | CodeCode Available | 1 |
| RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language Understanding | Dec 12, 2022 | CoLAData Augmentation | CodeCode Available | 0 |
| Uncertainty Sentence Sampling by Virtual Adversarial Perturbation | Oct 26, 2022 | Active LearningDiversity | —Unverified | 0 |
| Are Sample-Efficient NLP Models More Robust? | Oct 12, 2022 | Extractive Question-Answeringimage-classification | —Unverified | 0 |
| Enhancing Task-Specific Distillation in Small Data Regimes through Language Generation | Oct 1, 2022 | Data AugmentationMRPC | —Unverified | 0 |
| ELECTRA is a Zero-Shot Learner, Too | Jul 17, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Improving the Adversarial Robustness of NLP Models by Information Bottleneck | Jun 11, 2022 | Adversarial RobustnessSST-2 | CodeCode Available | 0 |
| Leveraging QA Datasets to Improve Generative Data Augmentation | May 25, 2022 | Common Sense ReasoningData Augmentation | CodeCode Available | 0 |
| LM-BFF-MS: Improving Few-Shot Fine-tuning of Language Models based on Multiple Soft Demonstration Memory | May 1, 2022 | MRPCSST-2 | CodeCode Available | 0 |
| TangoBERT: Reducing Inference Cost by using Cascaded Architecture | Apr 13, 2022 | CPUReading Comprehension | —Unverified | 0 |
| A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis | Apr 11, 2022 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| EnCBP: A New Benchmark Dataset for Finer-Grained Cultural Background Prediction in English | Mar 28, 2022 | Cultural Vocal Bursts Intensity PredictionLanguage Modeling | —Unverified | 0 |
| Generating Training Data with Language Models: Towards Zero-Shot Language Understanding | Feb 9, 2022 | Few-Shot LearningMNLI-m | CodeCode Available | 1 |
| How Emotionally Stable is ALBERT? Testing Robustness with Stochastic Weight Averaging on a Sentiment Analysis Task | Nov 18, 2021 | Sentiment AnalysisSST-2 | CodeCode Available | 0 |
| DAWSON: Data Augmentation using Weak Supervision On Natural Language | Nov 16, 2021 | Data AugmentationLanguage Modeling | —Unverified | 0 |
