ResearchTrend.AI
  • Papers
  • Communities
  • Events
  • Blog
  • Pricing
Papers
Communities
Social Events
Terms and Conditions
Pricing
Parameter LabParameter LabTwitterGitHubLinkedInBlueskyYoutube

© 2025 ResearchTrend.AI, All rights reserved.

  1. Home
  2. Papers
  3. 2306.13840
  4. Cited By
Beyond Scale: the Diversity Coefficient as a Data Quality Metric
  Demonstrates LLMs are Pre-trained on Formally Diverse Data

Beyond Scale: the Diversity Coefficient as a Data Quality Metric Demonstrates LLMs are Pre-trained on Formally Diverse Data

24 June 2023
Alycia Lee
Brando Miranda
Sudharsan Sundar
Sanmi Koyejo
ArXivPDFHTML

Papers citing "Beyond Scale: the Diversity Coefficient as a Data Quality Metric Demonstrates LLMs are Pre-trained on Formally Diverse Data"

10 / 10 papers shown
Title
Measuring Diversity in Synthetic Datasets
Measuring Diversity in Synthetic Datasets
Yuchang Zhu
Huizhe Zhang
Bingzhe Wu
Jintang Li
Zibin Zheng
Peilin Zhao
Liang Chen
Yatao Bian
95
0
0
12 Feb 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models
Yulei Qin
Yuncheng Yang
Pengcheng Guo
Gang Li
Hang Shao
Yuchen Shi
Zihan Xu
Yun Gu
Ke Li
Xing Sun
ALM
88
11
0
31 Dec 2024
ZIP-FIT: Embedding-Free Data Selection via Compression-Based Alignment
ZIP-FIT: Embedding-Free Data Selection via Compression-Based Alignment
Elyas Obbad
Iddah Mlauzi
Brando Miranda
Rylan Schaeffer
Kamal Obbad
Suhana Bedi
Sanmi Koyejo
CVBM
48
0
0
23 Oct 2024
Collapse or Thrive? Perils and Promises of Synthetic Data in a Self-Generating World
Collapse or Thrive? Perils and Promises of Synthetic Data in a Self-Generating World
Joshua Kazdan
Rylan Schaeffer
Apratim Dey
Matthias Gerstgrasser
Rafael Rafailov
D. Donoho
Sanmi Koyejo
45
11
0
22 Oct 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey
Guanqiao Qu
Qiyuan Chen
Wei Wei
Zheng Lin
Xianhao Chen
Kaibin Huang
35
41
0
09 Jul 2024
When Search Engine Services meet Large Language Models: Visions and
  Challenges
When Search Engine Services meet Large Language Models: Visions and Challenges
Haoyi Xiong
Jiang Bian
Yuchen Li
Xuhong Li
Mengnan Du
Shuaiqiang Wang
Dawei Yin
Sumi Helal
43
28
0
28 Jun 2024
Separating the Wheat from the Chaff with BREAD: An open-source benchmark
  and metrics to detect redundancy in text
Separating the Wheat from the Chaff with BREAD: An open-source benchmark and metrics to detect redundancy in text
Isaac Caswell
Lisa Wang
Isabel Papadimitriou
26
0
0
11 Nov 2023
The Vendi Score: A Diversity Evaluation Metric for Machine Learning
The Vendi Score: A Diversity Evaluation Metric for Machine Learning
Dan Friedman
Adji Bousso Dieng
EGVM
76
107
0
05 Oct 2022
The Pile: An 800GB Dataset of Diverse Text for Language Modeling
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
Scaling Laws for Neural Language Models
Scaling Laws for Neural Language Models
Jared Kaplan
Sam McCandlish
T. Henighan
Tom B. Brown
B. Chess
R. Child
Scott Gray
Alec Radford
Jeff Wu
Dario Amodei
226
4,424
0
23 Jan 2020
1