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@@ -9,7 +9,9 @@ tags:
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  - robustness
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  size_categories:
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  - 10K<n<100K
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-
 
 
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  pretty_name: RobustBiasBench
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  description: >
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  RobustBiasBench consists of 18,404 U.S. policy text excerpts manually annotated
@@ -17,6 +19,8 @@ description: >
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  robustness of language models in fairness-critical tasks, with both clean and
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  perturbed versions of the data available.
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  dataset_format:
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  file_type: csv
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  fields:
@@ -28,6 +32,8 @@ dataset_format:
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  - policy: "Text excerpt of the policy (typically 1–3 sentences)"
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  - bias_type_merged: "Mapped class: one of group_1, group_2, or no_bias"
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  label_schema:
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  bias_type:
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  group_1: ["economic", "education", "political", "citizenship", "criminal_justice"]
@@ -38,14 +44,15 @@ label_schema:
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  normative_framing:
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  values: ["explicit", "implicit", "no_bias"]
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  class_distribution:
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  no_bias: 6017
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  group_1: 6246
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  group_2: 6141
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-
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  license_details: >
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  The dataset is released under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
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- It is intended strictly for academic research use in evaluating fairness and robustness in NLP.
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  citation: >
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  @inproceedings{bonagiri2025robustbiasbench,
 
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  - robustness
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  size_categories:
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  - 10K<n<100K
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+
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+ ---
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+
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  pretty_name: RobustBiasBench
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  description: >
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  RobustBiasBench consists of 18,404 U.S. policy text excerpts manually annotated
 
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  robustness of language models in fairness-critical tasks, with both clean and
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  perturbed versions of the data available.
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+ ---
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+
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  dataset_format:
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  file_type: csv
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  fields:
 
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  - policy: "Text excerpt of the policy (typically 1–3 sentences)"
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  - bias_type_merged: "Mapped class: one of group_1, group_2, or no_bias"
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+ ---
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+
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  label_schema:
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  bias_type:
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  group_1: ["economic", "education", "political", "citizenship", "criminal_justice"]
 
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  normative_framing:
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  values: ["explicit", "implicit", "no_bias"]
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+ ---
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  class_distribution:
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  no_bias: 6017
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  group_1: 6246
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  group_2: 6141
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+ ---
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  license_details: >
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  The dataset is released under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
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+ ---
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  citation: >
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  @inproceedings{bonagiri2025robustbiasbench,