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Comprehensive Benchmark Shows How LLMs Detect Demographic Biases

Comprehensive Benchmark Shows How LLMs Detect Demographic Biases

New benchmark of 12 English‑language datasets finds fine‑tuned smaller LLMs beat larger prompt‑only models at detecting demographic bias, though all struggled with intersecting biases. Read more: getnews.me/comprehensive-benchmark-... #llmbias #aiaudit

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Study Finds Ethnic and Gender Biases in LLM Travel Recommendations

Study Finds Ethnic and Gender Biases in LLM Travel Recommendations

Study of three LLMs found gender classifiers exceed random chance, exposing stereotype bias and hallucinations for minority groups. Paper was first submitted in October 2024. Read more: getnews.me/study-finds-ethnic-and-g... #llmbias #fairness

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LLMs Echo Stereotypes of Sexual and Gender Minorities, Study Finds

LLMs Echo Stereotypes of Sexual and Gender Minorities, Study Finds

Survey results show both humans and large language models rate sexual and gender minorities lower on warmth and competence, and models echo these stereotypes in generated narratives. Read more: getnews.me/llms-echo-stereotypes-of... #llmbias #aiethics

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Detecting Political Bias in LLM Fact‑Checking with X‑phemisms

Detecting Political Bias in LLM Fact‑Checking with X‑phemisms

A study of six major LLMs found that swapping neutral German terms for euphemistic or dysphemistic ones significantly shifted truthfulness judgments, outweighing any political leaning. Read more: getnews.me/detecting-political-bias... #llmbias #xphemisms

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Attempts to reproduce DeepSeek's alleged bias yielded mixed results. Alternative explanations for observed behavior include content filtering or biases embedded in training data, rather than deliberate malicious intent. 🤖 #LLMBias 3/6

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Preview
Generative AI models love to cite Reuters and Axios, study finds Muck Rack found that major models cite journalism in nearly half of responses that require "recency."

Turns out, GenAI has favorite newsrooms—and Reuters + Axios top the list.

Useful insight, but let’s not forget: this is unpaid, unattributed use of journalistic labor.

📎 www.niemanlab.org/2025/07/gene...
#AI #NewsScraping #LLMbias #MediaJustice

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