Development and Large Language Model Evaluation on Fil-NER: A Named Entity Recognition Annotated Filipino Dataset

Rachel Edita Roxas; Raquel E. Sison-Buban; Maria Regina Justina E. Estuar; Lance Calvin L. Gamboa; Jose Mari Luis Dela Cruz; Juanito N. Anot; Lynette V. Mandap; Jorge P. Cuibillas; William Chandra Tjhi; Wei Qi Leong; Jann Railey Montalan

doi:10.1007/978-3-032-20897-2_83

Development and Large Language Model Evaluation on Fil-NER: A Named Entity Recognition Annotated Filipino Dataset

Rachel Edita Roxas
, Raquel E. Sison-Buban
, Maria Regina Justina E. Estuar
, Lance Calvin L. Gamboa
, Jose Mari Luis Dela Cruz
, Juanito N. Anot
, Lynette V. Mandap
, Jorge P. Cuibillas
, William Chandra Tjhi
, Wei Qi Leong
, Jann Railey Montalan

Department of Information Systems and Computer Science

University of the Philippines Los Baños
De La Salle University
Ateneo de Manila University
University of Birmingham
Far Eastern University Manila
AI Singapore

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Advances in Natural Language Processing and Information Retrieval
Editors	Herwig Unger, Phayung Meesad
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	1187-1205
Number of pages	19
ISBN (Print)	9783032208965
DOIs	https://doi.org/10.1007/978-3-032-20897-2_83
State	Published - 2026
Event	9th International Conference on Natural Language Processing and Information Retrieval, NLPIR 2025 - Fukuoka, Japan Duration: Dec 12 2025 → Dec 14 2025

Publication series

Name	Lecture Notes in Networks and Systems
Volume	1904 LNNS
ISSN (Print)	2367-3370
ISSN (Electronic)	2367-3389

Conference

Conference	9th International Conference on Natural Language Processing and Information Retrieval, NLPIR 2025
Country/Territory	Japan
City	Fukuoka
Period	12/12/25 → 12/14/25

ASJC Scopus Subject Areas

Control and Systems Engineering
Signal Processing
Computer Networks and Communications

Keywords

evaluation in large language models
Filipino NER annotated dataset

Access to Document

10.1007/978-3-032-20897-2_83

Cite this

Roxas, R. E., Sison-Buban, R. E., Estuar, M. R. J. E., Gamboa, L. C. L., Cruz, J. M. L. D., Anot, J. N., Mandap, L. V., Cuibillas, J. P., Tjhi, W. C., Leong, W. Q., & Montalan, J. R. (2026). Development and Large Language Model Evaluation on Fil-NER: A Named Entity Recognition Annotated Filipino Dataset. In H. Unger, & P. Meesad (Eds.), Advances in Natural Language Processing and Information Retrieval (pp. 1187-1205). (Lecture Notes in Networks and Systems; Vol. 1904 LNNS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-032-20897-2_83

Development and Large Language Model Evaluation on Fil-NER: A Named Entity Recognition Annotated Filipino Dataset. / Roxas, Rachel Edita; Sison-Buban, Raquel E.; Estuar, Maria Regina Justina E. et al.
Advances in Natural Language Processing and Information Retrieval. ed. / Herwig Unger; Phayung Meesad. Springer Science and Business Media Deutschland GmbH, 2026. p. 1187-1205 (Lecture Notes in Networks and Systems; Vol. 1904 LNNS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Roxas, RE, Sison-Buban, RE, Estuar, MRJE, Gamboa, LCL, Cruz, JMLD, Anot, JN, Mandap, LV, Cuibillas, JP, Tjhi, WC, Leong, WQ & Montalan, JR 2026, Development and Large Language Model Evaluation on Fil-NER: A Named Entity Recognition Annotated Filipino Dataset. in H Unger & P Meesad (eds), Advances in Natural Language Processing and Information Retrieval. Lecture Notes in Networks and Systems, vol. 1904 LNNS, Springer Science and Business Media Deutschland GmbH, pp. 1187-1205, 9th International Conference on Natural Language Processing and Information Retrieval, NLPIR 2025, Fukuoka, Japan, 12/12/25. https://doi.org/10.1007/978-3-032-20897-2_83

Roxas RE, Sison-Buban RE, Estuar MRJE, Gamboa LCL, Cruz JMLD, Anot JN et al. Development and Large Language Model Evaluation on Fil-NER: A Named Entity Recognition Annotated Filipino Dataset. In Unger H, Meesad P, editors, Advances in Natural Language Processing and Information Retrieval. Springer Science and Business Media Deutschland GmbH. 2026. p. 1187-1205. (Lecture Notes in Networks and Systems). doi: 10.1007/978-3-032-20897-2_83

Roxas, Rachel Edita ; Sison-Buban, Raquel E. ; Estuar, Maria Regina Justina E. et al. / Development and Large Language Model Evaluation on Fil-NER : A Named Entity Recognition Annotated Filipino Dataset. Advances in Natural Language Processing and Information Retrieval. editor / Herwig Unger ; Phayung Meesad. Springer Science and Business Media Deutschland GmbH, 2026. pp. 1187-1205 (Lecture Notes in Networks and Systems).

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author = "Roxas, \{Rachel Edita\} and Sison-Buban, \{Raquel E.\} and Estuar, \{Maria Regina Justina E.\} and Gamboa, \{Lance Calvin L.\} and Cruz, \{Jose Mari Luis Dela\} and Anot, \{Juanito N.\} and Mandap, \{Lynette V.\} and Cuibillas, \{Jorge P.\} and Tjhi, \{William Chandra\} and Leong, \{Wei Qi\} and Montalan, \{Jann Railey\}",

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