Fine-Tuning

On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing ACL 2022 On the Importance of Data Size in Probing Fine-tuned Models ACL 2022 Optum’s Submission to WMT22 Biomedical Translation Tasks EMNLP 2022 P2P: Tuning Pre-trained Image Models for Point Cloud Analysis with Point-to-Pixel Prompting NeurIPS 2022 Parameter-Efficient Tuning Makes a Good Classification Head EMNLP 2022 Patching open-vocabulary models by interpolating weights NeurIPS 2022 PATS: Sensitivity-aware Noisy Learning for Pretrained Language Models EMNLP 2022 Picking Pearl from Seabed: Extracting Artefacts from Noisy Issue Triaging Collaborative Conversations for Hybrid Cloud Services AAAI 2022 PPT: Pre-trained Prompt Tuning for Few-shot Learning ACL 2022 Pretrained Speech Encoders and Efficient Fine-tuning Methods for Speech Translation: UPC at IWSLT 2022 ACL 2022 PromptShots at the FinNLP-2022 ERAI Task: Pairwise Comparison and Unsupervised Ranking EMNLP 2022 Prompt Tuning for Discriminative Pre-trained Language Models ACL 2022 Revisiting Parameter-Efficient Tuning: Are We Really There Yet? EMNLP 2022 RL with KL penalties is better viewed as Bayesian inference EMNLP 2022 ROSE: Robust Selective Fine-tuning for Pre-trained Language Models EMNLP 2022 Scale Efficiently: Insights from Pretraining and Finetuning Transformers ICLR 2022 Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning NeurIPS 2022 Sparse Structure Search for Delta Tuning NeurIPS 2022 SPARTA at CASE 2021 Task 1: Evaluating Different Techniques to Improve Event Extraction EMNLP 2022 SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer ACL 2022 Striking a Balance: Alleviating Inconsistency in Pre-trained Models for Symmetric Classification Tasks ACL 2022 Teaching Broad Reasoning Skills for Multi-Step QA by Generating Hard Contexts EMNLP 2022 Tencent AI Lab - Shanghai Jiao Tong University Low-Resource Translation System for the WMT22 Translation Task EMNLP 2022 TextBox 2.0: A Text Generation Library with Pre-trained Language Models EMNLP 2022 The SPECTRANS System Description for the WMT22 Biomedical Task EMNLP 2022