00:00 Introduction
01:04 Agenda
01:56 CNN + ANN (Hallucination)
03:49 Experiment Setup
05:03 ANN Behavior on In-Domain data
05:56 ANN Hallucination
07:17 Convex Hull
08:43 Convex Hull Hallucination Detection
12:05 Sub-Vector (Dimension Sets) Method
13:52 Sub-Vector Method Training
17:23 Sub-Vector Decision Boundary
18:50 Sub-Vector Inference Scoring
20:30 Reliability Scoring
21:51 Decision Boundary Heat-Map
24:16 Dimension Sets Linear
25:46 Main Algorithm Design
30:49 DimSets-Linear Decision Boundary
31:23 Hallucination Awareness
34:51 Experiment Results 1
38:26 Experiment Results 2
41:00 Hallucination: Tunable Parameter
42:46 Conclusion
43:46 Future Task
44:37 Live Demo
