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+---
+date: '2023-01-29T10:51:51'
+hypothesis-meta:
+  created: '2023-01-29T10:51:51.599889+00:00'
+  document:
+    title:
+    - 2301.11305.pdf
+  flagged: false
+  group: __world__
+  hidden: false
+  id: 7-zzGp_CEe2jCu-eEdGdsw
+  links:
+    html: https://hypothes.is/a/7-zzGp_CEe2jCu-eEdGdsw
+    incontext: https://hyp.is/7-zzGp_CEe2jCu-eEdGdsw/arxiv.org/pdf/2301.11305.pdf
+    json: https://hypothes.is/api/annotations/7-zzGp_CEe2jCu-eEdGdsw
+  permissions:
+    admin:
+    - acct:ravenscroftj@hypothes.is
+    delete:
+    - acct:ravenscroftj@hypothes.is
+    read:
+    - group:__world__
+    update:
+    - acct:ravenscroftj@hypothes.is
+  tags:
+  - chatgpt
+  - detecting gpt
+  target:
+  - selector:
+    - end: 40642
+      start: 40509
+      type: TextPositionSelector
+    - exact: ex-tending DetectGPT to use ensembles of models for scoring,rather than
+        a single model, may improve detection in theblack box setting
+      prefix: 'lts in Section 5.2 suggest that '
+      suffix: . Another topic that remains une
+      type: TextQuoteSelector
+    source: https://arxiv.org/pdf/2301.11305.pdf
+  text: DetectGPT could be extended to use ensembles of models allowing iot to work
+    in black box settings where the log probs are unknown
+  updated: '2023-01-29T10:51:51.599889+00:00'
+  uri: https://arxiv.org/pdf/2301.11305.pdf
+  user: acct:ravenscroftj@hypothes.is
+  user_info:
+    display_name: James Ravenscroft
+in-reply-to: https://arxiv.org/pdf/2301.11305.pdf
+tags:
+- chatgpt
+- detecting gpt
+- hypothesis
+type: annotation
+url: /annotations/2023/01/29/1674989511
+
+---
+
+
+
+ <blockquote>ex-tending DetectGPT to use ensembles of models for scoring,rather than a single model, may improve detection in theblack box setting</blockquote>DetectGPT could be extended to use ensembles of models allowing iot to work in black box settings where the log probs are unknown
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