no code implementations • 8 Aug 2024 • Ashley Suh, Harry Li, Caitlin Kenney, Kenneth Alperin, Steven R. Gomez
Moreover, we find that popular XAI techniques offer fewer insights for real-time human-AI workflows when they are post hoc and too localized in their explanations.
1 code implementation • 7 Jun 2024 • Harry Li, Gabriel Appleby, Ashley Suh
We present LinkQ, a system that leverages a large language model (LLM) to facilitate knowledge graph (KG) query construction through natural language question-answering.
1 code implementation • 8 Aug 2023 • Harry Li, Steven Jorgensen, John Holodnak, Allan Wollaber
ScatterUQ leverages recent advances in distance-aware neural networks, together with dimensionality reduction techniques, to construct robust, 2-D scatter plots explaining why a model predicts a test example to be (1) in-distribution and of a particular class, (2) in-distribution but unsure of the class, and (3) out-of-distribution.
1 code implementation • 3 Apr 2023 • Harry Li, Gabriel Appleby, Camelia Daniela Brumar, Remco Chang, Ashley Suh
This study presents insights from interviews with nineteen Knowledge Graph (KG) practitioners who work in both enterprise and academic settings on a wide variety of use cases.