✨Parrot: Persuasion and Agreement Robustness Rating of Output Truth -- A Sycophancy Robustness Benchmark for LLMs
📝 Summary:
PARROT evaluates LLM robustness to sycophancy by comparing neutral and false authoritative questions. Advanced models resist pressure well, but older ones show severe epistemic collapse, even reducing confidence in correct answers. This highlights the need for LLMs to resist pressure for safe dep...
🔹 Publication Date: Published on Nov 21
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.17220
• PDF: https://arxiv.org/pdf/2511.17220
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For more data science resources:
✓ https://t.iss.one/DataScienceT
#LLMs #AISafety #ModelRobustness #Sycophancy #AIResearch
📝 Summary:
PARROT evaluates LLM robustness to sycophancy by comparing neutral and false authoritative questions. Advanced models resist pressure well, but older ones show severe epistemic collapse, even reducing confidence in correct answers. This highlights the need for LLMs to resist pressure for safe dep...
🔹 Publication Date: Published on Nov 21
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.17220
• PDF: https://arxiv.org/pdf/2511.17220
==================================
For more data science resources:
✓ https://t.iss.one/DataScienceT
#LLMs #AISafety #ModelRobustness #Sycophancy #AIResearch
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