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◇ Open MIND2026-08-01· German

Do Large Language Models Name German Law Firms? Mention Rates, Stability, and Accuracy — Preregistration

Tobias Huck

原始摘要(英文原文)· Original abstract
Preregistration of an observational measurement study: whether and which German law firms are named by four commercial LLM APIs (OpenAI, Anthropic, Google, Perplexity) in response to realistic legal-service queries across 12 market cells (4 practice areas × 3 cities), with 10 repetitions per prompt, in German and English. The full design, coding scheme, and analysis plan are in the registration text.
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Do Large Language Models Name German Law Firms? Mention Rates, Stability, and Accuracy — Preregistration — 科研速览 Science Skim