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Towards Understanding In-Context Learning with Contrastive Demonstrations and Saliency Maps

Examples chosen for demo: label flipping, input perturbation, and complementary explanation Example indices in the list: 20, 50, 108, 83, 15, 33, 93, 120

The following are the examples for demo and labels

Review: straining to get by on humor that is not even as daring as john ritter 's glory days on three 's company .

label: negative

Review: manages for but a few seconds over its seemingly eternal running time to pique your interest , your imagination , your empathy or anything , really , save your disgust and your indifference

label: negative

Review: each story is built on a potentially interesting idea , but the first two are ruined by amateurish writing and acting , while the third feels limited by its short running time

label: negative

Review: , serves as a paper skeleton for some very good acting , dialogue , comedy , direction and especially charm .

label: positive

Review: the work of a filmmaker who has secrets buried at the heart of his story and knows how to take time revealing them .

label: positive

Review: a whole lot of fun and funny in the middle , though somewhat less hard-hitting at the start and finish .

label: positive

Review: might have been saved if the director , tom dey , had spliced together bits and pieces of midnight run and 48 hours ( and , for that matter , shrek )

label: negative

Review: the art direction is often exquisite , and the anthropomorphic animal characters are beautifully realized through clever makeup design , leaving one to hope that the eventual dvd release will offer subtitles and the original italian-language soundtrack

label: positive

Review: Test Demo

label:

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