Fine-Tuning

Contrastive Demonstration Tuning for Pre-trained Language Models EMNLP 2022 Control Prefixes for Parameter-Efficient Text Generation EMNLP 2022 CRASpell: A Contextual Typo Robust Approach to Improve Chinese Spelling Correction ACL 2022 Debiasing Pre-Trained Language Models via Efficient Fine-Tuning ACL 2022 Deep Compression of Pre-trained Transformer Models NeurIPS 2022 Deep Fusing Pre-trained Models into Neural Machine Translation AAAI 2022 DeepMistake at LSCDiscovery: Can a Multilingual Word-in-Context Model Replace Human Annotators? ACL 2022 DEFTri: A Few-Shot Label Fused Contextual Representation Learning For Product Defect Triage in e-Commerce ACL 2022 Dialect & Sentiment Identification in Nuanced Arabic Tweets Using an Ensemble of Prompt-based, Fine-tuned, and Multitask BERT-Based Models EMNLP 2022 Dictionary-Assisted Supervised Contrastive Learning EMNLP 2022 Differentially Private Fine-tuning of Language Models ICLR 2022 Discourse-Aware Soft Prompting for Text Generation EMNLP 2022 Does Self-Rationalization Improve Robustness to Spurious Correlations? EMNLP 2022 Domain-Adapted BERT-based Models for Nuanced Arabic Dialect Identification and Tweet Sentiment Analysis EMNLP 2022 Don’t Prompt, Search! Mining-based Zero-Shot Learning with Language Models EMNLP 2022 Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning ACL 2022 DynaMaR: Dynamic Prompt with Mask Token Representation EMNLP 2022 Dynamic Prefix-Tuning for Generative Template-based Event Extraction ACL 2022 Evaluating Parameter Efficient Learning for Generation EMNLP 2022 Event Causality Identification with Causal News Corpus - Shared Task 3, CASE 2022 EMNLP 2022 Exploring Robustness of Prefix Tuning in Noisy Data: A Case Study in Financial Sentiment Analysis EMNLP 2022 Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models EMNLP 2022 Fine-tuning and Sampling Strategies for Multimodal Role Labeling of Entities under Class Imbalance ACL 2022 Fine-tuning pre-trained models for Automatic Speech Recognition, experiments on a fieldwork corpus of Japhug (Trans-Himalayan family) ACL 2022 FPT: Improving Prompt Tuning Efficiency via Progressive Training EMNLP 2022