KDD 2025 Workshop SKnow-LLM Submissions

FgenXAI: A Generative AI Framework For Explainable Financial Records Summarization
Rakshit Rao, Manoj Mangam, Shivam Arora, Raahul Nallasamy, Sherin Bharathiy M, Aakarsh Malhotra, Alok Mani Singh
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Multi-task retriever fine-tuning for domain-specific and efficient RAG
Patrice Bechard, Orlando Marquez Ayala
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Fine-Tune an SLM or Prompt an LLM? The Case of Generating Low-Code Workflows
Orlando Marquez Ayala, Patrice Bechard, Emily Chen, Maggie Baird, Jingfei Chen
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
A Graph-based Approach for Multi-Modal Question Answering from Flowcharts in Telecom Documents
Sumit Soman, H. G. Ranjani, Sujoy Roychowdhury, Venkata Dharma Surya Narayana Sastry, Akshat Jain, Pranav Gangrade, Ayaaz Khan
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
LLM-Driven Knowledge Graph Construction for Human Smuggling Networks
Dipak Meher, Carlotta Domeniconi, Guadalupe Correa-Cabrera
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
TreePrompt: Distilling Boosted Tree Ensembles for In-Context Learning in LLMs
Brian Liu, Rahul Mazumder
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Hierarchical Lexical Graph for Enhanced Multi-Hop Retrieval
Abdellah Ghassel, Ian Robinson, Gabriel Tanase, Hal James Cooper, Bryan Thompson, Zhen Han, Vassilis N. Ioannidis, Soji Adeshina, Huzefa Rangwala
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Oral
- Readers: Everyone
Explaining Fine-Tuned LLMs via Counterfactuals: A Knowledge Graph–Driven Framework
Yucheng Wang, Ziyang Chen, Md Faisal Kabir
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
SAFT: Structure-Aware Fine-Tuning of LLMs for AMR-to-Text Generation
Rafiq Kamel, Filippo Guerranti, Simon Geisler, Stephan Günnemann
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
RASL: Retrieval Augmented Schema Linking for Massive Database Text-to-SQL
Jeffrey Eben, Aitzaz Ahmad, Stephen Lau
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Oral
- Readers: Everyone
An Empirical Study on Reinforcement Learning for Reasoning-Search Interleaved LLM Agents
Bowen Jin
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Oral
- Readers: Everyone
GT2Vec: Large Language Models for Knowledge Graph Augmented Text Embedding
Jiacheng Lin, Kun Qian, Haoyu Han, Nurendra Choudhary, Tianxin Wei, Zhongruo Wang, Sahika Genc, Edward W Huang, Sheng Wang, Karthik Subbian, Danai Koutra, Jimeng Sun
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Why LLMs Are Bad at Synthetic Table Generation (and what to do about it)
Shengzhe Xu, Cho-Ting Lee, Mandar Sharma, Raquib Bin Yousuf, Nikhil Muralidhar, Naren Ramakrishnan
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Automated Knowledge Bank Construction for Business Intelligence LLMs
Joseph Standerfer, Elisabeth Munger
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Moving Beyond the Style-Guide: Enterprise-Scale Style Transfer
Oshry Ben-Harush, Joseph Standerfer
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Extracting and Following Paths for Robust Relational Reasoning with Large Language Models
Ge Zhang, Mohammad Ali Alomrani, Hongjian Gu, Jiaming Zhou, Yaochen Hu, Bin Wang, Qun Liu, Mark Coates, Yingxue Zhang, Jianye HAO
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Oral
- Readers: Everyone
ODLP: Scalable Multimodal Information Retrieval Using Visual and Structural Integration
Yunsheng Chen, Mahreen Nasir, Miguel Garcia-Ruiz, Ajmery Sultana, Ping Luo, Wenjun Lin
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone
Can Large Language Models Reason on Dynamic Graphs?
Cazamere Comrie, Jon Kleinberg
- Published: 04 Jul 2025, Last Modified: 04 Aug 2025
- KDD 2025 Workshop SKnow-LLM Poster
- Readers: Everyone