MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02964nam a22003257a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20250711094748.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
250711b |||||||| |||| 00| 0 eng d |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
TUPM |
| Language of cataloging |
English |
| Transcribing agency |
TUPM |
| Modifying agency |
TUPM |
| Description conventions |
rda |
| 050 ## - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
BTH T 58.5 |
| Item number |
B37 2025 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Barrios, Armand Angelo C. |
| Relator term |
author |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Summpy: |
| Remainder of title |
development of an optimized summarization framework for thesis into structured imrad format utilizing the bart large language model and textrank algorithms for enhanced academic writing and research efficiency/ |
| Statement of responsibility, etc. |
Armand Angelo C. Barrios, Sophia Mer C. Enriquez, Almira Jill O. Garcia, Janna Rose V. Herrera, and Andrew R. Oloroso.-- |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
Manila: |
| Name of publisher, distributor, etc. |
Technological University of the Philippines, |
| Date of publication, distribution, etc. |
2025. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
ix, 142pages: |
| Dimensions |
29cm. |
| 336 ## - CONTENT TYPE |
|---|
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Source |
rdacarrier |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Bachelor's thesis<br/><br/><br/> |
| 502 ## - DISSERTATION NOTE |
|---|
| Dissertation note |
College of Science.--<br/> |
| Degree type |
Bachelor of science in computer science: |
| Name of granting institution |
Technological University of the Philippines,<br/> |
| Year degree granted |
2025. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographic references and index. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
This study presents SummPy, a web-based application designed to generate structured<br/>summaries of academic theses using the IMRaD format that includes Introduction, Methods,<br/>Results, and Discussion. With the increasing volume and complexity of academic research,<br/>students and professionals often face challenges in efficiently digesting and summarizing<br/>lengthy documents. SummPy addresses this by leveraging advanced Natural Language<br/>Processing (NLP) techniques and Large Language Models (LLMs), specifically BART for<br/>abstractive summarization and TextRank for extractive summarization. The system processes<br/>the uploaded PDF files of the users, the system uses hierarchical multi-threading for<br/>efficiency, and evaluates the coherence and accuracy of generated summaries using<br/>DistilBERT for semantic similarity analysis.<br/>The project followed a systematic methodology involving document segmentation,<br/>parallel processing, summarization, and evaluation. Results demonstrate that SummPy<br/>effectively produces accurate, well-structured summaries that maintain the original research's<br/>context and key insights. The tool significantly reduces the time and effort required for<br/>manual summarization, offering a practical solution for academic and professional use.<br/>Evaluation metrics indicate high usability, security, and portability, affirming its adaptability<br/>across various environments. In conclusion, SummPy emerges as a valuable resource for<br/>enhancing academic productivity, understanding, and knowledge dissemination. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
IMRAD format |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Abstractive summarization |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Semantic similarity analysis |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Enriquez, Sophia Mer C. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Garcia, Almira Jill O. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Herrera, Janna Rose V. |
| Relator term |
author |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Oloroso, Andrew R. |
| Relator term |
author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Library of Congress Classification |
| Koha item type |
Bachelor's Thesis COS |
| Suppress in OPAC |
No |