Proceedings of International Conference on Computer Science and Communication Engineering (ICCSCE 2025)

Document Cognition From Pre-Trained LLM Models

Authors
B. Sujith Sai Reddy1, *
1Department of CSE, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, TN, India
*Corresponding author. Email: sujithsai548@gmail.com
Corresponding Author
B. Sujith Sai Reddy
Available Online 4 November 2025.
DOI
10.2991/978-94-6463-858-5_131How to use a DOI?
Keywords
LLM Models; ChatGroq; Streamlit; Langchain; Cognition; Decision-Making; Cognitive Models; Biases; Heuristics; Cognitive Science
Abstract

Cognitive processes in decision-making have long been a subject of interest in cognitive science, psychology, and neuroscience. Decision-making involves several psychological mechanisms, such as judgment, perception, memory, and attention. This paper explores the cognitive models used to understand decision-making and investigates how biases and heuristics affect decisionout-comes.Thepaperalsopresentsempiricalresultsfromaseries of experiments conducted to better understand these cognitive processes. Findings suggest that cognitive biases play a significant role in decision- making, often leading individuals to make suboptimal choices. The paper concludes by offering implications for improving decision- making in real- world contexts.

Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of International Conference on Computer Science and Communication Engineering (ICCSCE 2025)
Series
Advances in Computer Science Research
Publication Date
4 November 2025
ISBN
978-94-6463-858-5
ISSN
2352-538X
DOI
10.2991/978-94-6463-858-5_131How to use a DOI?
Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

TY  - CONF
AU  - B. Sujith Sai Reddy
PY  - 2025
DA  - 2025/11/04
TI  - Document Cognition From Pre-Trained LLM Models
BT  - Proceedings of International Conference on Computer Science and Communication Engineering (ICCSCE 2025)
PB  - Atlantis Press
SP  - 1616
EP  - 1632
SN  - 2352-538X
UR  - https://doi.org/10.2991/978-94-6463-858-5_131
DO  - 10.2991/978-94-6463-858-5_131
ID  - Reddy2025
ER  -