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Classroom Contents
Improving Natural Language Understanding Through Adversarial Testing
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- 1 Intro
- 2 Overview
- 3 Image captioning
- 4 Watson wins Jeopardy (2011)
- 5 Natural Language Inference (NLI)
- 6 Stanford Natural Language Inference (SNLI)
- 7 "Superhuman" performance on other tasks
- 8 The promise of artificial assistants
- 9 Two perspectives
- 10 Standard evaluations
- 11 Adversarial evaluations
- 12 NLI adversarial testing
- 13 ROBERTa evaluation
- 14 Adversarial NLI
- 15 High-level summary
- 16 Assignments and bake-offs
- 17 Assign/Bake-off: Word-level entailment
- 18 Assign/Bake-off: Contextual color describers
- 19 Wrap-up
- 20 Key Motivations
- 21 Literature Review to Project
- 22 Experiment Flow
- 23 Results and Analysis
- 24 Conclusions
- 25 Lessons Learned
- 26 Thank you
