Latest

• A multi-task semantic decomposition framework with task-specific pre-training for few-shot ner
• Revisit input perturbation problems for llms: A unified robustness evaluation framework for noisy slot filling task
• A Prototypical Semantic Decoupling Method via Joint Contrastive Learning for Few-Shot Named Entity Recognition
• Revisit Out-Of-Vocabulary Problem For Slot Filling: A Unified Contrastive Framework With Multi-Level Data Augmentations
• Semi-Supervised Knowledge-Grounded Pre-training for Task-Oriented Dialog Systems
• PSSAT: A Perturbed Semantic Structure Awareness Transferring Method for Perturbation-Robust Slot Filling
• Debiased Contrastive Learning of Unsupervised Sentence Representations
• Measure and Improve Robustness in NLP Models: A Survey