Stereotypical Bias Analysis

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

4 shown of 4 papers with code (5 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• LLaMA: Open and Efficient Foundation Language Models
  27 Feb 2023 57 repositories listed Syntology ran 26 of 58 samples · 32 unverified · 4 pointer-only (licence)
  We introduce LLaMA, a collection of foundation language models ranging from 7B to 65B parameters.
• OPT: Open Pre-trained Transformer Language Models
  2 May 2022 11 repositories listed Syntology ran 6 of 24 samples · 18 unverified · 16 pointer-only (licence)
  Large language models, which are often trained for hundreds of thousands of compute days, have shown remarkable capabilities for zero- and few-shot learning.
• Investigating Subtler Biases in LLMs: Ageism, Beauty, Institutional, and Nationality Bias in Generative Models
  16 Sep 2023 2 repositories listed
  LLMs are increasingly powerful and widely used to assist users in a variety of tasks.
• Galactica: A Large Language Model for Science
  16 Nov 2022 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  We believe these results demonstrate the potential for language models as a new interface for science.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.