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Claude Fable 5 shows high accuracy but refuses most biomedical questions

A new research paper evaluating Anthropic's Claude Fable 5 model on biomedical challenges reveals a significant issue with the model's willingness to answer questions. While Claude Fable 5 demonstrates high accuracy on benchmarks like MedQA and RareBench when it does provide an answer, it refuses to answer between 8.0% and 99.4% of questions, depending on the specific benchmark. This refusal pattern is distinct from its predecessors and GPT-5, suggesting a potential safety or alignment mechanism that limits its practical utility in the biomedical domain. AI

IMPACT This research highlights a potential trade-off between model safety/alignment and utility, suggesting future LLMs may need to balance refusal mechanisms with task completion in specialized domains.

RANK_REASON The cluster contains an academic paper evaluating LLM capabilities on specific benchmarks.

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AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

Claude Fable 5 shows high accuracy but refuses most biomedical questions

COVERAGE [2]

  1. arXiv cs.CL TIER_1 English(EN) · Dominic Okonkwo, Magnus Hodgson, Temitope I. David, Susan Adanna Ihejirika ·

    Capabilities of Claude Fable 5 on Biomedical Challenge Problems

    arXiv:2607.10849v1 Announce Type: new Abstract: Frontier language models are increasingly evaluated on biomedical benchmarks, but two problems undermine most published evaluations: legacy benchmarks are near-saturated, and open-ended responses are graded by other language models.…

  2. arXiv cs.CL TIER_1 English(EN) · Susan Adanna Ihejirika ·

    Capabilities of Claude Fable 5 on Biomedical Challenge Problems

    Frontier language models are increasingly evaluated on biomedical benchmarks, but two problems undermine most published evaluations: legacy benchmarks are near-saturated, and open-ended responses are graded by other language models. We evaluate Claude Fable 5, Anthropic's most ca…