Original: https://ceur-ws.org/Vol-4200/ | Mirror: https://ceur-ws.wikidata.dbis.rwth-aachen.de/Vol-4200/ | Year: 2025

Vol-4200
urn:nbn:de:0074-4200-x

Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under https://creativecommons.org/licenses/by/4.0/.

SmaLLEXT 2025

Proceedings of the Workshop on Small and Efficient Large Language Models for Knowledge Extraction (SmaLLEXT 2025)
co-located with CIKM 2025

Seoul, Korea, November 14, 2025.

Edited by

Felice Antonio Merra
Kristian Skračić
Daniele Malitesta
Jacek Golebiowski
Pasquale Minervini

Table of Contents

1-5 PDF
Exploring Approaches for Detecting Memorization of Recommender System Data in Large Language Models 6-14 PDF
Antonio Colacicco, Vito Guida, Dario Di Palma, Fedelucio Narducci, Tommaso Di Noia
Exploiting LLMs to Improve Recommendation Diversity 15-24 PDF
Basar Yilmaz, Ali Eren Cankaya, Ismail Sengor Altingovde, Pinar Karagoz, Ismail Hakki Toroslu
SEDA: A Self-Adapted Entity-Centric Data Augmentation for Boosting Grid-based Discontinuous NER Models 25-39 PDF
Wen-Fang Su, Hsiao-Wei Chou, Wen-Yang Lin
CliqueParcel: An Approach for Batching LLM Prompts that Jointly Optimizes Efficiency and Faithfulness 40-58 PDF
Jiayi Liu, Tinghan Yang, Jennifer Neville
Identifying Business Trends from Stock Market Data utilizing Domain-Specialized Sentence-RoBERTa and BERTopic Technique 59-64 PDF
Ye Lim Jung, Hyoung Sun Yoo
Automating Neural Network Design: Neural Architecture Search for Small and Efficient Models - Keynote 65-69 PDF
Aaron Klein
Machine Learning Without Data: Training Small Expert Agents With Minimal Examples - Keynote 70-77 PDF
Jacek Golebiowski, Maciej Gryka, Vineeth Reddy Guda, Gabi Kadlecová, Bartek Kruszczyński, Selim Nowicki, Jonas Verschueren, Usman Zafar

2026-04-28: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|