265 citations · 1.9k across the 79 of their papers we have counts for
6 papers · 1 filter
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings
Yung-Sung Chuang, Rumen Dangovski, Hongyin Luo +7
We propose DiffCSE, an unsupervised contrastive learning framework for learning sentence embeddings. DiffCSE learns sentence embeddings that are sensitive to the difference between…
WAVPROMPT: Towards Few-Shot Spoken Language Understanding with Frozen Language Models
Heting Gao, Junrui Ni, Kaizhi Qian +3
Large-scale auto-regressive language models pretrained on massive text have demonstrated their impressive ability to perform new natural language tasks with only a few text example…
ContentVec: An Improved Self-Supervised Speech Representation by Disentangling Speakers
Kaizhi Qian, Yang Zhang, Heting Gao +5
Self-supervised learning in speech involves training a speech representation network on a large-scale unannotated speech corpus, and then applying the learned representations to do…
Incremental Prompting: Episodic Memory Prompt for Lifelong Event Detection
Minqian Liu, Shiyu Chang, Lifu Huang
Lifelong event detection aims to incrementally update a model with new event types and data while retaining the capability on previously learned old types. One critical challenge i…
Adversarial Support Alignment
Shangyuan Tong, Timur Garipov, Yang Zhang +2
We study the problem of aligning the supports of distributions. Compared to the existing work on distribution alignment, support alignment does not require the densities to be matc…
Unsupervised Text-to-Speech Synthesis by Unsupervised Automatic Speech Recognition
Junrui Ni, Liming Wang, Heting Gao +4
An unsupervised text-to-speech synthesis (TTS) system learns to generate speech waveforms corresponding to any written sentence in a language by observing: 1) a collection of untra…