Data, Data Everywhere: A Guide for Pretraining Dataset Construction

Data, Data Everywhere: A Guide for Pretraining Dataset Construction

8 July 2024

Jupinder Parmar

Shrimai Prabhumoye

Joseph Jennings

Aastha Jhunjhunwala

Zhilin Wang

Bryan Catanzaro

Papers citing "Data, Data Everywhere: A Guide for Pretraining Dataset Construction"

9 / 9 papers shown

Title
Towards Safer Pretraining: Analyzing and Filtering Harmful Content in Webscale datasets for Responsible LLMs Sai Krishna Mendu Harish Yenala Aditi Gulati Shanu Kumar Parag Agrawal 27 0 0 04 May 2025
MIND: Math Informed syNthetic Dialogues for Pretraining LLMs Syeda Nahida Akter Shrimai Prabhumoye John Kamalu S. Satheesh Eric Nyberg M. Patwary M. Shoeybi Bryan Catanzaro LRM SyDa ReLM 95 1 0 15 Oct 2024
Improving Pretraining Data Using Perplexity Correlations Tristan Thrush Christopher Potts Tatsunori Hashimoto 32 17 0 09 Sep 2024
Nemotron-4 15B Technical Report Jupinder Parmar Shrimai Prabhumoye Joseph Jennings M. Patwary Sandeep Subramanian ... Ashwath Aithal Oleksii Kuchaiev M. Shoeybi Jonathan Cohen Bryan Catanzaro 31 21 0 26 Feb 2024
The Falcon Series of Open Language Models Ebtesam Almazrouei Hamza Alobeidli Abdulaziz Alshamsi Alessandro Cappelli Ruxandra-Aimée Cojocaru ... Quentin Malartic Daniele Mazzotta Badreddine Noune B. Pannier Guilherme Penedo AI4TS ALM 113 389 0 28 Nov 2023
Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset Peter Henderson M. Krass Lucia Zheng Neel Guha Christopher D. Manning Dan Jurafsky Daniel E. Ho AILaw ELM 129 94 0 01 Jul 2022
Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data Selection Suchin Gururangan Dallas Card Sarah K. Drier E. K. Gade Leroy Z. Wang Zeyu Wang Luke Zettlemoyer Noah A. Smith 160 72 0 25 Jan 2022
Challenges in Detoxifying Language Models Johannes Welbl Amelia Glaese J. Uesato Sumanth Dathathri John F. J. Mellor Lisa Anne Hendricks Kirsty Anderson Pushmeet Kohli Ben Coppin Po-Sen Huang LM&MA 242 191 0 15 Sep 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 245 1,977 0 31 Dec 2020