Author Page for Peiyao Li

Determining the Validity of Large Language Models for Automated Perceptual Analysis

Number of pages: 28 Posted: 18 Oct 2022 Last Revised: 11 Dec 2023

Peiyao Li, Noah Castelo, Zsolt Katona and Miklos Sarvary

University of California, Berkeley - Haas School of Business, University of Alberta - School of Business, University of California, Berkeley - Haas School of Business and Columbia University - Columbia Business School, Marketing

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Citation 40

Abstract:

2.

How AI Outperforms Humans at Creative Idea Generation

Number of pages: 35 Posted: 05 Apr 2024 Last Revised: 14 Apr 2024

Noah Castelo, Zsolt Katona, Peiyao Li and Miklos Sarvary

University of Alberta - School of Business, University of California, Berkeley - Haas School of Business, University of California, Berkeley - Haas School of Business and Columbia University - Columbia Business School, Marketing

Downloads 1,419 (34,135)

Citation 2

Abstract:

3.

AI and Perception Biases in Investments: An Experimental Study

Number of pages: 80 Posted: 17 Apr 2024 Last Revised: 12 Dec 2025

Anastassia Fedyk, Ali Kakhbod, Peiyao Li and Ulrike Malmendier

University of California, Berkeley - Haas School of Business, University of California, Berkeley, University of California, Berkeley - Haas School of Business and University of California, Berkeley - Department of Economics

Downloads 1,170 (45,542)

Citation 9

Abstract:

4.

Measuring Creative Destruction

MIT Sloan Research Paper No. 7234-24

Number of pages: 107 Posted: 06 Nov 2024 Last Revised: 01 Mar 2025

Ali Kakhbod, Leonid Kogan, Peiyao Li and Dimitris Papanikolaou

University of California, Berkeley, Massachusetts Institute of Technology (MIT) - Sloan School of Management, University of California, Berkeley - Haas School of Business and Kellogg School of Management - Department of Finance

Downloads 1,025 (55,594)

Abstract:

5.

Are Patents with Female Inventors Under-Cited? Evidence from Text Estimation

Downloads 564 (121,943)

Citation 5

2

Are Patents with Female Inventors Under-Cited? Evidence from Text Estimation

Number of pages: 98 Posted: 21 Nov 2022 Last Revised: 19 Nov 2025

Yael V. Hochberg, Ali Kakhbod, Peiyao Li and Kunal Sachdeva

National Bureau of Economic Research (NBER), University of California, Berkeley, University of California, Berkeley - Haas School of Business and University of Michigan, Stephen M. Ross School of Business

Downloads 502 (138,395)

Citation 1

Abstract:

Inventor Gender and Patent Undercitation: Evidence from Causal Text Estimation

NBER Working Paper No. w31592

Number of pages: 71 Posted: 21 Aug 2023 Last Revised: 27 Apr 2026

Yael V. Hochberg, Ali Kakhbod, Peiyao Li and Kunal Sachdeva

National Bureau of Economic Research (NBER), University of California, Berkeley, University of California, Berkeley - Haas School of Business and University of Michigan, Stephen M. Ross School of Business

Downloads 62 (976,517)

Citation 4

Abstract:

6.

NoLBERT: A No Lookahead(back) Foundational Language Model

Number of pages: 12 Posted: 11 Sep 2025 Last Revised: 14 Nov 2025

Ali Kakhbod and Peiyao Li

University of California, Berkeley and University of California, Berkeley - Haas School of Business

Downloads 96 (709,832)

Peiyao Li

University of California, Berkeley - Haas School of Business

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Scholarly Papers (6)

Determining the Validity of Large Language Models for Automated Perceptual Analysis

Abstract:

How AI Outperforms Humans at Creative Idea Generation

Abstract:

AI and Perception Biases in Investments: An Experimental Study

Abstract:

Measuring Creative Destruction

Abstract:

Are Patents with Female Inventors Under-Cited? Evidence from Text Estimation

Are Patents with Female Inventors Under-Cited? Evidence from Text Estimation

Abstract:

Inventor Gender and Patent Undercitation: Evidence from Causal Text Estimation

Abstract:

NoLBERT: A No Lookahead(back) Foundational Language Model

Abstract: