| LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement | Mar 22, 2024 | Data AugmentationGSM8K | CodeCode Available | 2 |
| Generating Training Data with Language Models: Towards Zero-Shot Language Understanding | Feb 9, 2022 | Few-Shot LearningMNLI-m | CodeCode Available | 1 |
| Revisiting Character-level Adversarial Attacks for Language Models | May 7, 2024 | Adversarial AttackSentence | CodeCode Available | 1 |
| Adaptive Deep Neural Network Inference Optimization with EENet | Jan 15, 2023 | Inference OptimizationScheduling | CodeCode Available | 1 |
| Text Classification via Large Language Models | May 15, 2023 | ClassificationDiagnostic | CodeCode Available | 1 |
| ScaleFL: Resource-Adaptive Federated Learning With Heterogeneous Clients | Jan 1, 2023 | Federated LearningSST-2 | CodeCode Available | 1 |
| 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 |
| SpikeZIP-TF: Conversion is All You Need for Transformer-based SNN | Jun 5, 2024 | AllSST-2 | CodeCode Available | 1 |
| BDMMT: Backdoor Sample Detection for Language Models through Model Mutation Testing | Jan 25, 2023 | Backdoor AttackSentence | —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 |
| An End-to-End Homomorphically Encrypted Neural Network | Feb 22, 2025 | Sentiment AnalysisSST-2 | —Unverified | 0 |
| DAWSON: Data Augmentation using Weak Supervision On Natural Language | Nov 16, 2021 | Data AugmentationLanguage Modeling | —Unverified | 0 |
| Defending Deep Neural Networks against Backdoor Attacks via Module Switching | Apr 8, 2025 | Evolutionary AlgorithmsSST-2 | —Unverified | 0 |
| Detecting Adversarial Text Attacks via SHapley Additive exPlanations | May 16, 2021 | Adversarial TextSST-2 | —Unverified | 0 |
| Gradient-Based Word Substitution for Obstinate Adversarial Examples Generation in Language Models | Jul 24, 2023 | MemorizationMRPC | —Unverified | 0 |
| Are Sample-Efficient NLP Models More Robust? | Oct 12, 2022 | Extractive Question-Answeringimage-classification | —Unverified | 0 |
| EnCBP: A New Benchmark Dataset for Finer-Grained Cultural Background Prediction in English | Mar 28, 2022 | Cultural Vocal Bursts Intensity PredictionLanguage Modeling | —Unverified | 0 |
| A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis | Nov 16, 2021 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | —Unverified | 0 |
| Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning | Dec 10, 2023 | CoLAFederated Learning | —Unverified | 0 |
| Catastrophic Forgetting in LLMs: A Comparative Analysis Across Language Tasks | Apr 1, 2025 | CoLAContinual Learning | —Unverified | 0 |
| Enhancing Task-Specific Distillation in Small Data Regimes through Language Generation | Oct 1, 2022 | Data AugmentationMRPC | —Unverified | 0 |
| Exploring Variability in Fine-Tuned Models for Text Classification with DistilBERT | Dec 31, 2024 | regressionSST-2 | —Unverified | 0 |
| Cut the Deadwood Out: Post-Training Model Purification with Selective Module Substitution | Dec 29, 2024 | Data PoisoningSST-2 | —Unverified | 0 |
| Few-shot Multimodal Multitask Multilingual Learning | Feb 19, 2023 | Few-Shot LearningIn-Context Learning | —Unverified | 0 |
| BERMo: What can BERT learn from ELMo? | Oct 18, 2021 | QQPSST-2 | —Unverified | 0 |