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Tianyi Peng

4 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2
  • last author2

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.CL2
  • cs.CY1
  • cs.LG1
same name
  • Tianyi Peng — 3 papers, h 9
  • Tianyi Peng — 2 papers
  • Tianyi Peng — 2 papers
  • Tianyi Peng — 2 papers
  • Tianyi Peng — 1 paper, h 3
  • Tianyi Peng — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedHow Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

1 citations · 1 across the 2 of their papers we have counts for

collaborators

4 papers

cs.CY2025

Twin-2K-500: A dataset for building digital twins of over 2,000 people based on their answers to over 500 questions

Olivier Toubia, George Z. Gui, Tianyi Peng +3

LLM-based digital twin simulation, where large language models are used to emulate individual human behavior, holds great promise for research in AI, social science, and digital ex…

cs.CL2025★ 1 cited

How Well do LLMs Compress Their Own Chain-of-Thought? A Token Complexity Approach

Ayeong Lee, Ethan Che, Tianyi Peng

Chain-of-thought prompting has emerged as a powerful technique for enabling large language models (LLMs) to solve complex reasoning tasks. However, these reasoning chains can be ve…

cs.LG2025

Data Mixture Optimization: A Multi-fidelity Multi-scale Bayesian Framework

Thomson Yen, Andrew Wei Tung Siah, Haozhe Chen +3

Careful curation of data sources can significantly improve the performance of LLM pre-training, but predominant approaches rely heavily on intuition or costly trial-and-error, maki…

cs.CL2025

LLM Generated Persona is a Promise with a Catch

Ang Li, Haozhe Chen, Hongseok Namkoong +1

The use of large language models (LLMs) to simulate human behavior has gained significant attention, particularly through personas that approximate individual characteristics. Pers…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.