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Video is not a single image. It requires sampling frames, transcribing the audio, and tying
events to time. A system may answer from the audio and ignore what appeared on screen,
or the reverse. Specify whether the requirement is to summarize the dialogue, extract visual
events, or find a clip, and ask for a timestamp with every important result.
With data and tables, do not make a language model a substitute for a calculation tool. Use
it to understand what is required, to write code, and to explain the results, while the
computational tool performs the operations. With code, ask for tests, edge cases, and the
runtime environment, and do not rely on a single successful run. With presentations, test
the sequence, the accuracy of the figures, image rights, and whether elements can be edited,
not only the beauty of the slide.
TABLE 3-10: ACCEPTANCE TESTS BY MEDIUM
Medium A necessary test case The failure you are looking for
Loss of reading order, of a number,
PDF A scanned page, a multi-page
or of the link between a table and
document table, and a footnote.
its heading.
A generic description with no
Image or Small axes, a color legend, and
precise reading, or a value and an
chart mixed Arabic and English text.
axis reversed.
A dialect, background noise, two Merging speakers, deleting a
Audio
speakers, and a proper name. negation, or distorting a name.
Information that appears on Reliance on one channel, and no
Video
screen but is not spoken. mention of the timing.
A calculation that cannot be
Missing values, differing units,
Data repeated, or an interpretation with
and an edge case.
no code.
Passing and failing tests, and Code that looks correct but does
Code
unexpected inputs. not handle boundaries or security.
A figure tied to its source, and an Visual polish with a wrong figure, or
Presentation
editable chart. an image with no usage rights.
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