Gender Bias Detection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

7 datasets 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

10 shown of 10 papers with code (17 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.

• 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.
• MT-LENS: An all-in-one Toolkit for Better Machine Translation Evaluation
  16 Dec 2024 1 repository listed
  We introduce MT-LENS, a framework designed to evaluate Machine Translation (MT) systems across a variety of tasks, including translation quality, gender bias detection, added toxicity, and robustness to misspellings.
• Gender Bias Detection in Court Decisions: A Brazilian Case Study
  1 Jun 2024 1 repository listed
  Data derived from the realm of the social sciences is often produced in digital text form, which motivates its use as a source for natural language processing methods.
• Towards Algorithmic Fairness by means of Instance-level Data Re-weighting based on Shapley Values
  3 Mar 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  We believe that FairShap represents a novel contribution in interpretable and model-agnostic approaches to algorithmic fairness that yields competitive accuracy even when only biased training datasets are available.
• HeteroCorpus: A Corpus for Heteronormative Language Detection
  1 Jul 2022 1 repository listed
  In recent years, plenty of work has been done by the NLP community regarding gender bias detection and mitigation in language systems.
• Feature robustness and sex differences in medical imaging: a case study in MRI-based Alzheimer's disease detection
  4 Apr 2022 1 repository listed
  Instead, while logistic regression is fully robust to dataset composition, we find that CNN performance is generally improved for both male and female subjects when including more female subjects in the training dataset.
• Quantifying Gender Biases Towards Politicians on Reddit
  22 Dec 2021 1 repository listed
  Rather than overt hostile or benevolent sexism, the results of the nominal and lexical analyses suggest this interest is not as professional or respectful as that expressed about male politicians.
• Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics
  8 Jun 2021 1 repository listed
  With the recent expanding attention of machine learning researchers and practitioners to fairness, there is a void of a common framework to analyze and compare the capabilities of proposed models in deep representation…
• Matched sample selection with GANs for mitigating attribute confounding
  24 Mar 2021 1 repository listed
  Measuring biases of vision systems with respect to protected attributes like gender and age is critical as these systems gain widespread use in society.
• Measuring Gender Bias in Word Embeddings across Domains and Discovering New Gender Bias Word Categories
  1 Aug 2019 1 repository listed
  We find that some domains are definitely more prone to gender bias than others, and that the categories of gender bias present also vary for each set of word embeddings.

Syntology lines on 1 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.