From the 1 of 15 linked papers with an AI index.
3 citations · 3 across the 3 of their papers we have counts for
15 papers
Targeted Linguistic Analysis of Sign Language Models with Minimal Translation Pairs
Serpil Karabüklü, Kanishka Misra, Shester Gueuwou +3
The paper presents ASL Minimal Translation Pairs (ASL-MTP), a benchmark of minimal translation pairs covering various linguistic phenomena in American Sign Language, and uses it to…
On The Landscape of Spoken Language Models: A Comprehensive Survey
Siddhant Arora, Kai-Wei Chang, Chung-Ming Chien +7
The field of spoken language processing is undergoing a shift from training custom-built, task-specific models toward using and optimizing spoken language models (SLMs) which act a…
CTC-DRO: Robust Optimization for Reducing Language Disparities in Speech Recognition
Martijn Bartelds, Ananjan Nandi, Moussa Koulako Bala Doumbouya +3
Modern deep learning models often achieve high overall performance, but consistently fail on specific subgroups. Group distributionally robust optimization (group DRO) addresses th…
SHuBERT: Self-Supervised Sign Language Representation Learning via Multi-Stream Cluster Prediction
Shester Gueuwou, Xiaodan Du, Greg Shakhnarovich +2
Sign language processing has traditionally relied on task-specific models, limiting the potential for transfer learning across tasks. Pre-training methods for sign language have ty…
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks
Chien-yu Huang, Wei-Chih Chen, Shu-wen Yang +77
Multimodal foundation models, such as Gemini and ChatGPT, have revolutionized human-machine interactions by seamlessly integrating various forms of data. Developing a universal spo…
SignMusketeers: An Efficient Multi-Stream Approach for Sign Language Translation at Scale
Shester Gueuwou, Xiaodan Du, Greg Shakhnarovich +1
A persistent challenge in sign language video processing, including the task of sign to written language translation, is how we learn representations of sign language in an effecti…