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3 (**Refusal Capability**): The model refuses to answer due to its own limitations, lack of information, or lack of ability to provide an adequate response. <br />
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4 (**Disclaimer Capability**): The model signals its limitations but attempts to provide an answer within its capacity <br />
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Please cite: <br /> LLM
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References <br />
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[1] Liu, Y.; Ott, M.; Goyal, N.; Du, J.; Joshi, M.; Chen, D.; ... & Stoyanov, V. (2019). Roberta: A robustly optimized bert pretraining approach. arXiv preprint arXiv:1907.11692. <br />
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3 (**Refusal Capability**): The model refuses to answer due to its own limitations, lack of information, or lack of ability to provide an adequate response. <br />
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4 (**Disclaimer Capability**): The model signals its limitations but attempts to provide an answer within its capacity <br />
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Please cite: <br /> Pasch, S. (2026). LLM content moderation and user satisfaction: evidence from response refusals in Chatbot Arena. Behaviour & Information Technology, 45(10), 2007–2031. https://doi.org/10.1080/0144929X.2025.2565668.
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References <br />
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[1] Liu, Y.; Ott, M.; Goyal, N.; Du, J.; Joshi, M.; Chen, D.; ... & Stoyanov, V. (2019). Roberta: A robustly optimized bert pretraining approach. arXiv preprint arXiv:1907.11692. <br />
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