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---
date: '2022-11-28T11:37:23'
hypothesis-meta:
created: '2022-11-28T11:37:23.032429+00:00'
document:
title:
- 1809.09672.pdf
flagged: false
group: __world__
hidden: false
id: BmIgdm8REe2-umvTlBFiag
links:
html: https://hypothes.is/a/BmIgdm8REe2-umvTlBFiag
incontext: https://hyp.is/BmIgdm8REe2-umvTlBFiag/arxiv.org/pdf/1809.09672.pdf
json: https://hypothes.is/api/annotations/BmIgdm8REe2-umvTlBFiag
permissions:
admin:
- acct:ravenscroftj@hypothes.is
delete:
- acct:ravenscroftj@hypothes.is
read:
- group:__world__
update:
- acct:ravenscroftj@hypothes.is
tags:
- rl
- bandit
- NLProc
- summarization
target:
- selector:
- end: 10812
start: 10640
type: TextPositionSelector
- exact: "Extractive summarization may be regarded as acontextual bandit as follows.\
\ Each document is acontext, and each ordered subset of a document\u2019ssentences\
\ is a different action"
prefix: h ev-ery episode has length one.
suffix: . Formally, assumethat each cont
type: TextQuoteSelector
source: https://arxiv.org/pdf/1809.09672.pdf
text: We can represent extractive summarization as a bandit problem by treating
the document as the context and possible reorderings of sentences as actions an
agent could take
updated: '2022-11-28T11:37:23.032429+00:00'
uri: https://arxiv.org/pdf/1809.09672.pdf
user: acct:ravenscroftj@hypothes.is
user_info:
display_name: James Ravenscroft
in-reply-to: https://arxiv.org/pdf/1809.09672.pdf
tags:
- rl
- bandit
- NLProc
- summarization
- hypothesis
type: annotation
url: /annotations/2022/11/28/1669635443
---
<blockquote>Extractive summarization may be regarded as acontextual bandit as follows. Each document is acontext, and each ordered subset of a documentssentences is a different action</blockquote>We can represent extractive summarization as a bandit problem by treating the document as the context and possible reorderings of sentences as actions an agent could take