Cross-Model Consistency Verification leverages output agreement among heterogeneous models to assess sample difficulty and generate reliable annotations.
大多数人认为高质量标注需要人工专家或单一强大模型来完成，但作者提出利用多个异构模型输出的一致性来评估样本难度和生成可靠标注，这一方法挑战了'人工标注最优'的传统认知，展示了模型间协作的潜力。
4 Matching Annotations
- Last 7 days
-
huggingface.co huggingface.co
-
- Dec 2024
-
www.nature.com www.nature.com
-
for - study - carbon inequality - A multi-model assessment of inequality and climate change - 2024
-
- Aug 2020
-
blogs.bmj.com blogs.bmj.com
-
Covid-19 has decimated independent U.S. primary care practices—How should policymakers and payers respond? (2020, July 2). The BMJ. https://blogs.bmj.com/bmj/2020/07/02/covid-19-has-decimated-independent-u-s-primary-care-practices-how-should-policymakers-and-payers-respond/
-
- Jul 2020
-
www.nber.org www.nber.org
-
Jinjarak, Y., Ahmed, R., Nair-Desai, S., Xin, W., & Aizenman, J. (2020). Pandemic Shocks and Fiscal-Monetary Policies in the Eurozone: COVID-19 Dominance During January - June 2020 (Working Paper No. 27451; Working Paper Series). National Bureau of Economic Research. https://doi.org/10.3386/w27451
-