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The Price of Format: Diversity Collapse in LLMs

The Price of Format: Diversity Collapse in LLMs

25 May 2025
Longfei Yun
Chenyang An
Zilong Wang
Letian Peng
Jingbo Shang
ArXiv (abs)PDFHTML

Papers citing "The Price of Format: Diversity Collapse in LLMs"

3 / 3 papers shown
Title
Knowledge Entropy Decay during Language Model Pretraining Hinders New Knowledge Acquisition
Knowledge Entropy Decay during Language Model Pretraining Hinders New Knowledge Acquisition
Jiyeon Kim
Hyunji Lee
Hyowon Cho
Joel Jang
Hyeonbin Hwang
Seungpil Won
Youbin Ahn
Dohaeng Lee
Minjoon Seo
KELM
412
5
0
02 Oct 2024
Scaling Synthetic Data Creation with 1,000,000,000 Personas
Scaling Synthetic Data Creation with 1,000,000,000 Personas
Tao Ge
Xin Chan
Dian Yu
Haitao Mi
Dong Yu
Dong Yu
SyDa
233
150
0
28 Jun 2024
Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators
Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators
Yann Dubois
Balázs Galambosi
Percy Liang
Tatsunori Hashimoto
ALM
169
403
0
06 Apr 2024
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