- slide 1: artificial
- footnotes
- several slides - related work - mistakes?
    - being too big/small - not a problem
    - motivations - too late - move to front
    - rich ways to browse
    - 
- blank out background
- preview of video
    - what we will be watching for
    - at this result page
    - novelties
        - only confirmation
        - no field name
    - what is the goal?
    - 2 mouse pointers
    - story
    - focus
- slide 11
    - solution mockup
- slide 9
    - not by contributions
    - evaluations - 2 sub-bullets
- slide 10
    - bullets not clear
    - not sub-goal
- slide 13
    - separate slides about UI
    - separate slides on data extraction
- no break between UI and data extraction?
    - need summary in between?...
    - inject outline slide again
- pitch UI
- one sub-bullet - 
- slide 14
    - more anecdotes
    - schematic illustration
- slide 15
    - explanation for ~
    - walk thru interface
    - 
- fetching delay?
- slide 16
    - 2 screenshots: 1 with sifter and 1 without
- slide 17 - drop
- slide 18
    - simplify interface
    - dangerous?
    - delete arrow
- slide 19
    - compare to a faceted browsing UI - with names
    - data describes itself - don't need names
    - only works when interaction is in-place
    - buy new -> prices
- slide 21
    - "in paper", not "going into details"
    - does go into details
    - schematic illustration
    - high interests
    - move illustrations here
- slide 22
    - separate into 2 slides
    - 1 full slide to data extraction
        - several levels of success
        - modes of failures
    - where to pick collections?
        - explain better about collection-accuracy
- slides 22
    - drop mira's bullet
    - drop formative evaluation
- slide 23
    - ordering effect?
    - similar 
- slide 24
    - qualitative results
    - add structured / unstructured
    -