| LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement | Mar 22, 2024 | Data AugmentationGSM8K | CodeCode Available | 2 | 5 |
| Generating Training Data with Language Models: Towards Zero-Shot Language Understanding | Feb 9, 2022 | Few-Shot LearningMNLI-m | CodeCode Available | 1 | 5 |
| Text Classification via Large Language Models | May 15, 2023 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| SpikeZIP-TF: Conversion is All You Need for Transformer-based SNN | Jun 5, 2024 | AllSST-2 | CodeCode Available | 1 | 5 |
| Revisiting Character-level Adversarial Attacks for Language Models | May 7, 2024 | Adversarial AttackSentence | CodeCode Available | 1 | 5 |
| ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients | Jan 1, 2023 | Federated LearningSST-2 | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Adaptive Deep Neural Network Inference Optimization with EENet | Jan 15, 2023 | Inference OptimizationScheduling | CodeCode Available | 1 | 5 |
| STraTA: Self-Training with Task Augmentation for Better Few-shot Learning | Sep 13, 2021 | Few-Shot LearningFew-Shot NLI | CodeCode Available | 0 | 5 |
| Expose Before You Defend: Unifying and Enhancing Backdoor Defenses via Exposed Models | Oct 25, 2024 | backdoor defenseModel Editing | CodeCode Available | 0 | 5 |
| OrderBkd: Textual backdoor attack through repositioning | Feb 12, 2024 | Backdoor AttackPOS | CodeCode Available | 0 | 5 |
| RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language Understanding | Dec 12, 2022 | CoLAData Augmentation | CodeCode Available | 0 | 5 |
| Contextual Feedback Loops: Amplifying Deep Reasoning with Iterative Top-Down Feedback | Dec 23, 2024 | SST-2 | CodeCode Available | 0 | 5 |
| Improving the Adversarial Robustness of NLP Models by Information Bottleneck | Jun 11, 2022 | Adversarial RobustnessSST-2 | CodeCode Available | 0 | 5 |
| 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 | 5 |
| ELECTRA is a Zero-Shot Learner, Too | Jul 17, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Here's a Free Lunch: Sanitizing Backdoored Models with Model Merge | Feb 29, 2024 | QNLISST-2 | CodeCode Available | 0 | 5 |
| From Shortcuts to Triggers: Backdoor Defense with Denoised PoE | May 24, 2023 | backdoor defenseData Poisoning | CodeCode Available | 0 | 5 |
| Are Larger Pretrained Language Models Uniformly Better? Comparing Performance at the Instance Level | May 13, 2021 | QQPSST-2 | CodeCode Available | 0 | 5 |
| Enhancing LLM Robustness to Perturbed Instructions: An Empirical Study | Apr 3, 2025 | CoLADenoising | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Leveraging QA Datasets to Improve Generative Data Augmentation | May 25, 2022 | Common Sense ReasoningData Augmentation | CodeCode Available | 0 | 5 |
| Masked Language Model Based Textual Adversarial Example Detection | Apr 18, 2023 | Adversarial DefenseLanguage Modeling | CodeCode Available | 0 | 5 |
| General Cross-Architecture Distillation of Pretrained Language Models into Matrix Embeddings | Sep 17, 2021 | CoLALinguistic Acceptability | CodeCode Available | 0 | 5 |
| TrojText: Test-time Invisible Textual Trojan Insertion | Mar 3, 2023 | SST-2 | CodeCode Available | 0 | 5 |
