| LEAP: Learnable Pruning for Transformer-based Models | May 30, 2021 | QQP | CodeCode Available | 1 | 5 |
| Contrastive Representation Learning for Exemplar-Guided Paraphrase Generation | Sep 3, 2021 | Contrastive LearningDecoder | CodeCode Available | 1 | 5 |
| GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding | Apr 20, 2018 | DiagnosticNatural Language Inference | CodeCode Available | 1 | 5 |
| Linear Connectivity Reveals Generalization Strategies | May 24, 2022 | CoLADiagnostic | CodeCode Available | 1 | 5 |
| TEncDM: Understanding the Properties of the Diffusion Model in the Space of Language Model Encodings | Feb 29, 2024 | Conditional Text GenerationDecoder | CodeCode Available | 1 | 5 |
| Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning | May 21, 2023 | Abstract Meaning RepresentationContrastive Learning | CodeCode Available | 1 | 5 |
| Are Larger Pretrained Language Models Uniformly Better? Comparing Performance at the Instance Level | May 13, 2021 | QQPSST-2 | CodeCode Available | 0 | 5 |
| From Dense to Sparse: Contrastive Pruning for Better Pre-trained Language Model Compression | Dec 14, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 0 | 5 |
| On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks | Oct 10, 2020 | Active LearningOpen-Domain Question Answering | CodeCode Available | 0 | 5 |
| BatchPrompt: Accomplish more with less | Sep 1, 2023 | 8kLanguage Modelling | CodeCode Available | 0 | 5 |
| Enhancing Text Generation with Cooperative Training | Mar 16, 2023 | MRPCQQP | CodeCode Available | 0 | 5 |
| AGRO: Adversarial Discovery of Error-prone groups for Robust Optimization | Dec 2, 2022 | QQP | CodeCode Available | 0 | 5 |
| KI-BERT: Infusing Knowledge Context for Better Language and Domain Understanding | Apr 9, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 | 0 |
| Margin-Based Regularization and Selective Sampling in Deep Neural Networks | Sep 13, 2020 | ClassificationGeneral Classification | —Unverified | 0 | 0 |
| Multi-level Head-wise Match and Aggregation in Transformer for Textual Sequence Matching | Jan 20, 2020 | QQP | —Unverified | 0 | 0 |
| On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks | Oct 15, 2020 | Active LearningOpen-Domain Question Answering | —Unverified | 0 | 0 |
| On the Importance of Local Information in Transformer Based Models | Aug 13, 2020 | de-enMRPC | —Unverified | 0 | 0 |
| Optimizing Large Language Models with an Enhanced LoRA Fine-Tuning Algorithm for Efficiency and Robustness in NLP Tasks | Dec 25, 2024 | Computational EfficiencyLanguage Modeling | —Unverified | 0 | 0 |
| Privacy Adhering Machine Un-learning in NLP | Dec 19, 2022 | Machine UnlearningQQP | —Unverified | 0 | 0 |
| Increasing Robustness to Spurious Correlations using Forgettable Examples | Nov 10, 2019 | Natural Language InferenceNatural Language Understanding | —Unverified | 0 | 0 |
| Sensi-BERT: Towards Sensitivity Driven Fine-Tuning for Parameter-Efficient BERT | Jul 14, 2023 | QNLIQQP | —Unverified | 0 | 0 |
| A General and Flexible Multi-concept Parsing Framework for Multilingual Semantic Matching | Mar 5, 2024 | ChatbotCommunity Question Answering | —Unverified | 0 | 0 |
| Unsupervised Paraphrasing with Pretrained Language Models | Oct 24, 2020 | BlockingLanguage Modeling | —Unverified | 0 | 0 |
| Applying Transfer Learning for Improving Domain-Specific Search Experience Using Query to Question Similarity | Jan 7, 2021 | QQPQuestion Similarity | —Unverified | 0 | 0 |
| BERMo: What can BERT learn from ELMo? | Oct 18, 2021 | QQPSST-2 | —Unverified | 0 | 0 |
