Large Language Models

Rethinking Data Augmentation in Text-to-text Paradigm COLING 2022 Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? EMNLP 2022 RetroNLU: Retrieval Augmented Task-Oriented Semantic Parsing ACL 2022 Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training EMNLP 2022 Revisiting Over-smoothing in BERT from the Perspective of Graph ICLR 2022 Revisiting Parameter-Efficient Tuning: Are We Really There Yet? EMNLP 2022 Revisiting Pre-trained Language Models and their Evaluation for Arabic Natural Language Processing EMNLP 2022 Revisiting the Practical Effectiveness of Constituency Parse Extraction from Pre-trained Language Models COLING 2022 Rewire-then-Probe: A Contrastive Recipe for Probing Biomedical Knowledge of Pre-trained Language Models ACL 2022 RL with KL penalties is better viewed as Bayesian inference EMNLP 2022 RNRE-NLP at SemEval-2022 Task 4: Patronizing and Condescending Language Detection SemEval 2022 RoCBert: Robust Chinese Bert with Multimodal Contrastive Pretraining ACL 2022 RoChBert: Towards Robust BERT Fine-tuning for Chinese EMNLP 2022 SAS: Self-Augmentation Strategy for Language Model Pre-training AAAI 2022 Scientific and Creative Analogies in Pretrained Language Models EMNLP 2022 SCROLLS: Standardized CompaRison Over Long Language Sequences EMNLP 2022 Section-Aware Commonsense Knowledge-Grounded Dialogue Generation with Pre-trained Language Model COLING 2022 Self-conditioning Pre-Trained Language Models ICML 2022 Self-Supervised Intermediate Fine-Tuning of Biomedical Language Models for Interpreting Patient Case Descriptions COLING 2022 Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model COLING 2022 Semantic-based Pre-training for Dialogue Understanding COLING 2022 Sharpness-Aware Minimization Improves Language Model Generalization ACL 2022 Show, Don’t Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue NAACL 2022 Siamese BERT-Based Model for Web Search Relevance Ranking Evaluated on a New Czech Dataset AAAI 2022 Simple Local Attentions Remain Competitive for Long-Context Tasks NAACL 2022