Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Flamingo: a Visual Language Model for Few-Shot Learning   Building models that can be rapidly adapted to numerous tasks using only a
handful of annotated examples is an open challenge for multimodal machine
learning research. We introduce Flamingo, a family of Visual Language Models
(VLM) with this ability. Flamingo models include key architectural innovations
to: (i) bridge powerful pretrained vision-only and language-only models, (ii)
handle sequences of arbitrarily interleaved visual and textual data, and (iii)
seamlessly ingest images or videos as inputs. Thanks to their flexibility,
Flamingo models can be trained on large-scale multimodal web corpora containing
arbitrarily interleaved text and images, which is key to endow them with
in-context few-shot learning capabilities. We perform a thorough evaluation of
the proposed Flamingo models, exploring and measuring their ability to rapidly
adapt to a variety of image and video understanding benchmarks. These include
open-ended tasks such as visual question-answering, where the model is prompted
with a question which it has to answer, captioning tasks, which evaluate the
ability to describe a scene or an event, and close-ended tasks such as multiple
choice visual question-answering. For tasks lying anywhere on this spectrum, we
demonstrate that a single Flamingo model can achieve a new state of the art for
few-shot learning, simply by prompting the model with task-specific examples.
On many of these benchmarks, Flamingo actually surpasses the performance of
models that are fine-tuned on thousands of times more task-specific data.

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The categories of this paper are: comp-gas
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The categories of this paper are: dg-ga
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The categories of this paper are: atom-ph
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The categories of this paper are: nlin
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The categories of this paper are: cmp-lg
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The categories of this paper are: q-bio
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The categories of this paper are: plasm-ph
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The categories of this paper are: physics
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The categories of this paper are: eess
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The categories of this paper are: hep-lat
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The categories of this paper are: gr-qc
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The categories of this paper are: econ
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The categories of this paper are: math-ph
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The categories of this paper are: q-fin
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The categories of this paper are: q-alg
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The categories of this paper are: solv-int