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@@ -114,7 +114,7 @@ We first compiled a list of models by triangulating across public sources (e.g.,
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  For these models, we identified sources for first-party and third-party reports through complementary searches:
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  - **First-party**: Manual search of provider websites for papers, technical reports, model cards, system cards, blogs, and press releases
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- - **Third-party**: Systematic search using Paperfinder for peer-reviewed academic papers 2024 onward
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  - **Leaderboards**: Targeted queries on Google Search and Hugging Face Spaces
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  #### Who are the source data producers?
@@ -123,7 +123,9 @@ For these models, we identified sources for first-party and third-party reports
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  #### Annotation process
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- In total, we compiled data from 217 first-party and 170 third-party sources, which form 3763 evaluation instances. Each instance was annotated against the seven social impact dimensions using a standardized guide. Annotations were performed by individual researchers, with manual spot checks for consistency.
 
 
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  The social impact categories are:
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  1. Bias, Stereotypes, and Representational Harms
 
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  For these models, we identified sources for first-party and third-party reports through complementary searches:
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  - **First-party**: Manual search of provider websites for papers, technical reports, model cards, system cards, blogs, and press releases
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+ - **Third-party**: Automatic search using Paperfinder for peer-reviewed academic papers
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  - **Leaderboards**: Targeted queries on Google Search and Hugging Face Spaces
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  #### Who are the source data producers?
 
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  #### Annotation process
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+ In total, we compiled data from 186 first-party release time sources and 248 post-release sources (out of which 211 are fully third-party, 17 are fully first-party, and there are 20 sources by model providers that report both results for their own model (labeled as first-party) and those of other providers’ (labeled as third-party)).
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+ This forms 4241 evaluation instances. Each instance was annotated against the seven social impact dimensions using a standardized guide. Annotations were performed by individual researchers, with manual spot checks for consistency.
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  The social impact categories are:
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  1. Bias, Stereotypes, and Representational Harms