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Conclusion AI2 is one year old We are hard at work on: • Sophisticated IE (rules, processes) • Probabilistic reasoning over extracted rules • Question understanding We utilize standardized tests to assess progress • Early results on Arithmetic & Geometry (EMNLP & AAAI) Data and publications are here: www.allenai.org 38
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Page 1 and 2: The View from AI2 Oren Etzioni, CEO
Page 3 and 4: AI2 Chronology and “Geography”
Page 5 and 6: Scientific Advisory Board (SAB) Ada
Page 7 and 8: Common Themes in AI2 Projects • A
Page 9 and 10: High-level observations about knowl
Page 11 and 12: Do we need a body to acquire common
Page 13 and 14: Factual Knowledge for 4 th Grade Sc
Page 15 and 16: These KBs are fact rich but knowled
Page 18 and 19: Nell lexical
Page 20 and 21: IE over Web sentences suffers from
Page 22 and 23: Obtaining Visual Knowledge 1. Detec
Page 27 and 28: Facts are necessary, but not suffic
Page 29 and 30: Reasoning Method • Deductive reas
Page 31 and 32: Enhancements for Tractability 1. Ad
Page 33 and 34: Probabilistic Alignment over graphs
Page 35: Runtime (seconds) ProbAligner Resul

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