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+---
+date: '2022-11-28T11:31:57'
+hypothesis-meta:
+  created: '2022-11-28T11:31:57.626263+00:00'
+  document:
+    title:
+    - Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training
+      and Auxiliary Losses
+  flagged: false
+  group: __world__
+  hidden: false
+  id: RG4WUG8QEe2-tZ8v6nNOJA
+  links:
+    html: https://hypothes.is/a/RG4WUG8QEe2-tZ8v6nNOJA
+    incontext: https://hyp.is/RG4WUG8QEe2-tZ8v6nNOJA/aclanthology.org/D19-1620.pdf
+    json: https://hypothes.is/api/annotations/RG4WUG8QEe2-tZ8v6nNOJA
+  permissions:
+    admin:
+    - acct:ravenscroftj@hypothes.is
+    delete:
+    - acct:ravenscroftj@hypothes.is
+    read:
+    - group:__world__
+    update:
+    - acct:ravenscroftj@hypothes.is
+  tags:
+  - NLProc
+  - summarization
+  - bandit
+  - rl
+  target:
+  - selector:
+    - end: 7922
+      start: 7890
+      type: TextPositionSelector
+    - exact: BanditSum a hierarchical bi-LSTM
+      prefix: S uses a CNN+bi-GRU encoder, and
+      suffix: ". RNES\u2019s de-coder is auto-regres"
+      type: TextQuoteSelector
+    source: https://aclanthology.org/D19-1620.pdf
+  text: Banditsum uses bi-directional LSTM encoding. It generates sentence-level representations
+  updated: '2022-11-28T11:34:57.447988+00:00'
+  uri: https://aclanthology.org/D19-1620.pdf
+  user: acct:ravenscroftj@hypothes.is
+  user_info:
+    display_name: James Ravenscroft
+in-reply-to: https://aclanthology.org/D19-1620.pdf
+tags:
+- NLProc
+- summarization
+- bandit
+- rl
+- hypothesis
+type: annotation
+url: /annotations/2022/11/28/1669635117
+
+---
+
+
+
+ <blockquote>BanditSum a hierarchical bi-LSTM</blockquote>Banditsum uses bi-directional LSTM encoding. It generates sentence-level representations
\ No newline at end of file