activity
20212025
most citedDataPerf: Benchmarks for Data-Centric AI Development

51 citations · 60 across the 6 of their papers we have counts for

collaborators

6 papers

eess.AS2025

SIFT-50M: A Large-Scale Multilingual Dataset for Speech Instruction Fine-Tuning

Prabhat Pandey, Rupak Vignesh Swaminathan, K V Vijay Girish +4

We introduce SIFT (Speech Instruction Fine-Tuning), a 50M-example dataset designed for instruction fine-tuning and pre-training of speech-text large language models (LLMs). SIFT-50…

cs.AI2023

Speech Wikimedia: A 77 Language Multilingual Speech Dataset

Rafael Mosquera Gómez, Julián Eusse, Juan Ciro +4

The Speech Wikimedia Dataset is a publicly available compilation of audio with transcriptions extracted from Wikimedia Commons. It includes 1780 hours (195 GB) of CC-BY-SA licensed…

cs.LG2023★ 3 cited

Adversarial Nibbler: A Data-Centric Challenge for Improving the Safety of Text-to-Image Models

Alicia Parrish, Hannah Rose Kirk, Jessica Quaye +10

The generative AI revolution in recent years has been spurred by an expansion in compute power and data quantity, which together enable extensive pre-training of powerful text-to-i…

cs.LG2022★ 51 cited

DataPerf: Benchmarks for Data-Centric AI Development

Mark Mazumder, Colby Banbury, Xiaozhe Yao +42

Machine learning research has long focused on models rather than datasets, and prominent datasets are used for common ML tasks without regard to the breadth, difficulty, and faithf…

cs.CL2021

LSH methods for data deduplication in a Wikipedia artificial dataset

Juan Ciro, Daniel Galvez, Tim Schlippe +1

This paper illustrates locality sensitive hasing (LSH) models for the identification and removal of nearly redundant data in a text dataset. To evaluate the different models, we cr…

cs.LG2021★ 6 cited

The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage

Daniel Galvez, Greg Diamos, Juan Ciro +7

The People's Speech is a free-to-download 30,000-hour and growing supervised conversational English speech recognition dataset licensed for academic and commercial usage under CC-B…