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Fine-Tuning

704 directly classified papers

Papers per year

Papers

Improving Punctuation Restoration for Speech Transcripts via External Data EMNLP 2021
Pre-train or Annotate? Domain Adaptation with a Constrained Budget EMNLP 2021
Exploring Strategies for Generalizable Commonsense Reasoning with Pre-trained Models EMNLP 2021
FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models EMNLP 2021
Uncovering Constraint-Based Behavior in Neural Models via Targeted Fine-Tuning ACL 2021
Selecting Informative Contexts Improves Language Model Fine-tuning ACL 2021
OoMMix: Out-of-manifold Regularization in Contextual Embedding Space for Text Classification ACL 2021
IIITH at SemEval-2021 Task 7: Leveraging transformer-based humourous and offensive text detection architectures using lexical and hurtlex features and task adaptive pretraining ACL 2021
Multi-Modal Open-Domain Dialogue EMNLP 2021
Multilingual Machine Translation Evaluation Metrics Fine-tuned on Pseudo-Negative Examples for WMT 2021 Metrics Task EMNLP 2021
The University of Maryland, College Park Submission to Large-Scale Multilingual Shared Task at WMT 2021 EMNLP 2021
The TALP-UPC Participation in WMT21 News Translation Task: an mBART-based NMT Approach EMNLP 2021
Style Control for Schema-Guided Natural Language Generation EMNLP 2021
Are BERTs Sensitive to Native Interference in L2 Production? EMNLP 2021
Finetuning Pretrained Transformers into Variational Autoencoders EMNLP 2021
Rethinking Why Intermediate-Task Fine-Tuning Works EMNLP 2021
Intermediate-Task Transfer Learning with Pretrained Language Models: When and Why Does It Work? ACL 2020
Investigating Learning Dynamics of BERT Fine-Tuning AACL 2020
Co-Tuning for Transfer Learning NIPS 2020
Neural Data Server: A Large-Scale Search Engine for Transfer Learning Data CVPR 2020
How Useful Is Self-Supervised Pretraining for Visual Tasks? CVPR 2020
AdaFilter: Adaptive Filter Fine-Tuning for Deep Transfer Learning AAAI 2020
Probing Natural Language Inference Models through Semantic Fragments AAAI 2020
On the Robustness of Language Encoders against Grammatical Errors ACL 2020
To Pretrain or Not to Pretrain: Examining the Benefits of Pretrainng on Resource Rich Tasks ACL 2020