Papers by Kyle Porter
Enhancing Criminal Investigation Analysis with Summarization and Memory-based Retrieval-Augmented Generation: A Comprehensive Evaluation of Real Case Data (2025.coling-main)
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| Challenge: | KriRAG is a new architecture designed to assist criminal investigators in analyzing information and overcoming the challenge of information overload. |
| Approach: | They propose a Retrieval-Augmented Generation architecture that structures and summarizes extensive document collections based on existing investigative queries. |
| Outcome: | The proposed architecture is based on two homicide case files comprising approximately 3,700 documents and 13,000 pages. |