Maiti, A., & Adewumi, S., & TIKURE, T. A., & Wang, Z., & Sengupta, N., & Sukhanova, A., & Jana, A. (2025, March), Comparative Analysis of OpenAI GPT-4o and DeepSeek R1 for Scientific Text Categorization Using Prompt Engineering  Paper presented at 2025 ASEE North Central Section  (NCS) Annual Conference, Marshall University, Huntington, West Virginia. https://peer.asee.org/54654

\bibitem{asee_peer_54654}
  Maiti, A., \& Adewumi, S., \& TIKURE, T. A., \& Wang, Z., \& Sengupta, N., \& Sukhanova, A., \& Jana, A. (2025, March), \emph{Comparative Analysis of OpenAI GPT-4o and DeepSeek R1 for Scientific Text Categorization Using Prompt Engineering}
  Paper presented at 2025 ASEE North Central Section  (NCS) Annual Conference, Marshall University, Huntington, West Virginia.
  https://peer.asee.org/54654

Aniruddha Maiti, Samuel Adewumi, TEMESGEN ALEMAYEHU TIKURE, Zichun Wang, Niladri Sengupta, Anastasiia Sukhanova, and Ananya Jana.  "Comparative Analysis of OpenAI GPT-4o and DeepSeek R1 for Scientific Text Categorization Using Prompt Engineering".  2025 ASEE North Central Section  (NCS) Annual Conference, Marshall University, Huntington, West Virginia, 2025, March.  ASEE Conferences, 2025.  https://peer.asee.org/54654 Internet.  24 Apr, 2025

\bibitem{asee_peer_54654}
  Aniruddha Maiti, Samuel Adewumi, TEMESGEN ALEMAYEHU TIKURE, Zichun Wang, Niladri Sengupta, Anastasiia Sukhanova, and Ananya Jana.
  "Comparative Analysis of OpenAI GPT-4o and DeepSeek R1 for Scientific Text Categorization Using Prompt Engineering".
  \emph{2025 ASEE North Central Section  (NCS) Annual Conference, Marshall University, Huntington, West Virginia, 2025, March}.
  ASEE Conferences, 2025.
  https://peer.asee.org/54654 Internet.  24 Apr, 2025

@INPROCEEDINGS{asee_peer_54654
author = "Aniruddha Maiti, Samuel Adewumi, TEMESGEN ALEMAYEHU TIKURE, Zichun Wang, Niladri Sengupta, Anastasiia Sukhanova, and Ananya Jana"
title = "Comparative Analysis of OpenAI GPT-4o and DeepSeek R1 for Scientific Text Categorization Using Prompt Engineering"
booktitle = "2025 ASEE North Central Section  (NCS) Annual Conference"
year = "2025"
month = "March"
address = "Marshall University, Huntington, West Virginia"
publisher = "ASEE Conferences"
note = {https://peer.asee.org/54654}
}

TY  - CPAPER
AB  - This study examines how large language models categorize sentences from scientific papers using prompt engineering. We use two advanced web-based models, OpenAI’s GPT-4o and DeepSeek R1, to classify sentences into predefined relationship categories. DeepSeek R1 has been tested on benchmark datasets in its technical report. However, its performance in scientific text categorization remains unexplored. To address this gap, we introduce a new evaluation method designed specifically for this task. 
We also compile a dataset of cleaned scientific papers from diverse domains. This dataset provides a platform for comparing the two models. Using this dataset, we analyze their effectiveness and consistency in categorization
AU  - Aniruddha Maiti
AU  - Samuel Adewumi
AU  - TEMESGEN ALEMAYEHU TIKURE
AU  - Zichun Wang
AU  - Niladri Sengupta
AU  - Anastasiia Sukhanova
AU  - Ananya Jana
CY  - Marshall University, Huntington, West Virginia
DA  - 2025/03/28
PB  - ASEE Conferences
TI  - Comparative Analysis of OpenAI GPT-4o and DeepSeek R1 for Scientific Text Categorization Using Prompt Engineering
UR  - https://peer.asee.org/54654
ER  -