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Sprint projectJun 30, 2024

From Sycophancy (not) to Sandbagging

Felix Hofstätter, Daniel Tan, Sohaib Imran, David Quarel · Team The Sandbaggers

Submitted to Deception Detection Hackathon: Preventing AI deception. Sprint projects are early-stage work by participants, not Apart Research publications.

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Report: From Sycophancy (not) to Sandbagging

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We investigate zero-shot generalization of sycophancy to sandbagging. We develop an evaluation suite and test harness for Huggingface models, consisting of a simple sycophancy evaluation dataset and a more advanced sandbagging evaluation dataset. For Llama3-8b-Instruct, we do not find evidence that reinforcing sycophantic behavior in the first environment generalizes to an increase in zero-shot sandbagging in the second environment.

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Cite this project

@misc{hofstatter2024from,
  title = {{From Sycophancy (not) to Sandbagging}},
  author = {Felix Hofstätter and Daniel Tan and Sohaib Imran and David Quarel},
  year = {2024},
  month = jun,
  note = {Submitted to Deception Detection Hackathon: Preventing AI deception, an Apart Research Sprint},
  howpublished = {\url{https://apartresearch.com/sprints/projects/from-sycophancy-(not)-to-sandbagging}},
  url = {https://apartresearch.com/sprints/projects/from-sycophancy-(not)-to-sandbagging}
}

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