4 papers
GraphContainer: A Unified Platform for Comparing and Debugging Graph RAG Methods
Seonho An, Chaejeong Hyun, Min-Soo Kim
Graph RAG mitigates hallucinations and stale knowledge in LLMs, particularly for multi-hop question answering. However, existing approaches remain highly fragmented and incompatibl…
Improving Discrete Diffusion Unmasking Policies Beyond Explicit Reference Policies
Chunsan Hong, Seonho An, Min-Soo Kim +1
Masked diffusion models (MDMs) have recently emerged as a novel framework for language modeling. MDMs generate sentences by iteratively denoising masked sequences, filling in [MASK…
GraFine: Retrieval-Time Refinement for Efficient Graph RAG over Corpus Graphs
Seonho An, Chaejeong Hyun, Min-Soo Kim
Graph RAG on corpus graphs enhances retrieval by leveraging intermediate node content as contextual clues to uncover unretrieved oracle nodes. However, existing methods suffer from…
A Method for Detecting Legal Article Competition for Korean Criminal Law Using a Case-augmented Mention Graph
Seonho An, Young Yik Rhim, Min-Soo Kim
As social systems become increasingly complex, legal articles are also growing more intricate, making it progressively harder for humans to identify any potential competitions amon…