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1
LLM Bias: Understanding, Mitigating and Testing the Bias in Large ...
https://academy.test.io/en/articles/9227500-llm-bias-understanding-mitigating-and-testing-the-bias-in-large-language-models
2
Assessing Biases in LLMs: From Basic Tasks to Hiring Decisions
https://www.holisticai.com/blog/assessing-biases-in-llms
3
10 LLM safety and bias benchmarks - Evidently AI
https://www.evidentlyai.com/blog/llm-safety-bias-benchmarks
4
Automating Bias Testing of Large Language Models
https://modeling-languages.com/automating-bias-testing-llm/
5
Evaluating Language Model Bias with Evaluate - Hugging Face
https://huggingface.co/blog/evaluating-llm-bias
6
Measuring Implicit Bias in Explicitly Unbiased Large Language Models
https://arxiv.org/abs/2402.04105
7
How to Assess Your LLM Use Case for Bias and Fairness ... - Medium
https://medium.com/cvs-health-tech-blog/how-to-assess-your-llm-use-case-for-bias-and-fairness-with-langfair-7be89c0c4fab
10
Detecting implicit biases of large language models with Bayesian ...
https://www.nature.com/articles/s41598-025-95825-x
11
Auditing Bias in Large Language Models - SEI Blog
https://insights.sei.cmu.edu/blog/auditing-bias-in-large-language-models/
12
Building a Biases LLM Leaderboard - Livable Software
https://livablesoftware.com/biases-llm-leaderboard/
13
How to Identify and Prevent Bias in LLM Algorithms - FairNow
https://fairnow.ai/blog-identify-and-prevent-llm-bias/
14
Unmasking Bias —Assessing Fairness in Large Language Models
https://medium.com/%40arpitnarain/unmasking-bias-assessing-fairness-in-large-language-models-a722624e4483
16
LLM evaluation: Metrics, frameworks, and best practices - Wandb
https://wandb.ai/onlineinference/genai-research/reports/LLM-evaluation-Metrics-frameworks-and-best-practices--VmlldzoxMTMxNjQ4NA
17
How to measure the Bias and Fairness of LLM?
https://substack.com/home/post/p-156509065?utm_campaign=post&utm_medium=web
18
Bias and Fairness in Large Language Models: A Survey
https://direct.mit.edu/coli/article/50/3/1097/121961/Bias-and-Fairness-in-Large-Language-Models-A
20
Diving into Prompt Validation for Large Language Models With Bias ...
https://validmind.com/blog/diving-into-prompt-validation-for-large-language-models-with-bias-evaluation-testing-closed-beta/
21
Gender Bias in LLMs - Apple Machine Learning Research
https://machinelearning.apple.com/research/gender-bias-llm
22
Losing my Religion: Testing for Bias in LLM Applications - Rhesis AI
https://www.rhesis.ai/post/losing-my-religion-testing-for-bias-in-llm-applications
23
One simple test for LLM bias - Elliot Massen
https://elliotmassen.com/posts/one-simple-test-for-llm-bias/
24
Explicitly unbiased large language models still form biased ... - PNAS
https://www.pnas.org/doi/10.1073/pnas.2416228122
25
What to make of implicit biases in LLM output?
https://statmodeling.stat.columbia.edu/2024/05/21/what-to-make-of-implicit-biases-in-llm-output/
26
Can AI Hold Consistent Values? Stanford Researchers Probe LLM ...
https://hai.stanford.edu/news/can-ai-hold-consistent-values-stanford-researchers-probe-llm-consistency-and-bias
27
[PDF] Automating Bias Testing of LLMs - Modeling Languages
https://modeling-languages.com/wp-content/uploads/2023/07/Automating_LLM_Bias_Testing.pdf
28
[PDF] A DSL for Testing LLMs for Fairness and Bias - ORBilu
https://orbilu.uni.lu/bitstream/10993/62662/1/A_DSL_for_Testing_LLMs_for_Fairness_and_Bias___MODELS__24.pdf
29
Automatically Testing for Demographic Bias in Clinical Treatment ...
https://pacific.ai/automatically-testing-for-demographic-bias-in-clinical-treatment-plans-generated-by-large-language-models/
30
LLM leaderboard focusing on assessing their biases - Hacker News
https://news.ycombinator.com/item?id=39800837
31
A DSL for Testing LLMs for Fairness and Bias - ACM Digital Library
https://dl.acm.org/doi/10.1145/3640310.3674093
32
Bias Testing and Mitigation in LLM-based Code Generation
https://paperswithcode.com/paper/bias-assessment-and-mitigation-in-llm-based
33
Is there a way to test if any directly biased or BS info was added to ...
https://www.reddit.com/r/LocalLLaMA/comments/144vbb7/is_there_a_way_to_test_if_any_directly_biased_or/
35
Investigating Implicit Bias in Large Language Models: A Large-Scale...
https://openreview.net/forum?id=tYDn5pGs5P
36
Evaluating Large Language Models on Gender-Occupational ...
https://pacific.ai/evaluating-large-language-models-on-gender-occupational-stereotypes-using-the-wino-bias-test/
37
Testing for Bias of Large Language Models in Clinical Applications
https://www.youtube.com/watch?v=A-zWcH5VKQo
38
Bias Detection in LLM Outputs: Statistical Approaches
https://machinelearningmastery.com/bias-detection-in-llm-outputs-statistical-approaches/
39
Bias Detection Tool in LLMs - Product Survey : r/learnmachinelearning
https://www.reddit.com/r/learnmachinelearning/comments/1iz8b27/bias_detection_tool_in_llms_product_survey/
41
Methods to Evaluate Bias in LLMs: Exploring 10 Fairness Metrics
https://incubity.ambilio.com/methods-to-evaluate-bias-in-llms-exploring-10-fairness-metrics/
42
[PDF] Investigating Bias in LLM-Based Bias Detection: Disparities between ...
https://aclanthology.org/2025.coling-main.709.pdf
43
A Practical Guide to Recognizing Bias in LLM Outputs
https://www.appypieagents.ai/blog/recognizing-bias-in-llm-outputs
44
Bias Testing and Mitigation in LLM-based Code Generation
https://www.aimodels.fyi/papers/arxiv/bias-testing-mitigation-llm-based-code-generation
45
Understanding and Mitigating Bias in Large Language Models (LLMs)
https://www.datacamp.com/blog/understanding-and-mitigating-bias-in-large-language-models-llms
46
Parity benchmark for measuring bias in LLMs | AI and Ethics
https://link.springer.com/article/10.1007/s43681-024-00613-4
47
Fairness in AI: Detect and Mitigate Bias in LLM Outputs - Future AGI
https://futureagi.com/blogs/fairness-in-ai-how-to-detect-and-mitigate-bias-in-llm-outputs-using-future-agi-metrics
48
What is LLM Testing? Types, Best Practices - Deepchecks
https://www.deepchecks.com/glossary/llm-testing/
49
Bias Score: Evaluating Fairness and Bias in Language Models
https://www.analyticsvidhya.com/blog/2025/04/bias-score/
51
introducing a new technology to diagnose biases in large language ...
https://blog-en.fltech.dev/entry/2024/03/22/LLM-Bias-Diagnosis-en
52
Unmasking and Quantifying Racial Bias of Large Language Models ...
https://pmc.ncbi.nlm.nih.gov/articles/PMC10896353/
53
harinu/Bias-Testing-of-Large-Language-models - GitHub
https://github.com/harinu/Bias-Testing-of-Large-Language-models
54
Benchmarking Large Language Models: Enhancing Reliability ...
https://www.capco.com/intelligence/capco-intelligence/benchmarking-llm-enhancing-reliability-and-reducing-bias
55
Large Language Models Show Left-Leaning Bias, New Study Reveals
https://scienceblog.com/large-language-models-show-left-leaning-bias-new-study-reveals/
57
How to avoid replicating bias and human error in LLMs - Hello Future
https://hellofuture.orange.com/en/how-to-avoid-replicating-bias-and-human-error-in-llms/
58
Performance, ethics... how to evaluate LLMs? - Innovatiana
https://en.innovatiana.com/post/llm-evaluation-how-to
59
Inherent Bias in Large Language Models: A Random Sampling ...
https://www.sciencedirect.com/science/article/pii/S2949761224000208
60
Assessing the potential of GPT-4 to perpetuate racial and gender ...
https://www.thelancet.com/journals/landig/article/PIIS2589-7500(23)00225-X/fulltext
61
[PDF] Guiding Model Testing with Knowledge Bases using LLMs
https://aclanthology.org/2023.findings-emnlp.901.pdf
62
LLM Testing: The Latest Techniques & Best Practices - Patronus AI
https://www.patronus.ai/llm-testing
63
Deep Dive into LLM Evaluation with Weights & Biases - YouTube
https://www.youtube.com/watch?v=7EcznH0-of8
64
Mixed Impressions | National Affairs
https://www.nationalaffairs.com/blog/detail/findings-a-daily-roundup/mixed-impressions
65
LLM Evaluation Metrics: The Ultimate LLM Evaluation Guide
https://www.confident-ai.com/blog/llm-evaluation-metrics-everything-you-need-for-llm-evaluation
66
[PDF] Investigating Social Bias in LLM-Generated Code - AAAI Publications
https://ojs.aaai.org/index.php/AAAI/article/view/34961/37116
67
Measuring Implicit Bias in Explicitly Unbiased Large Language Models
https://ui.adsabs.harvard.edu/abs/2024arXiv240204105B/abstract
68
Measuring gender and racial biases in large language models
https://academic.oup.com/pnasnexus/article/4/3/pgaf089/8071848
69
Bias | DeepTeam - The Open-Source LLM Red Teaming Framework
https://trydeepteam.com/docs/red-teaming-vulnerabilities-bias
70
Generative language models exhibit social identity biases - Nature
https://www.nature.com/articles/s43588-024-00741-1
71
The Weekend AI Bias Experiment – Dave Birss Education
https://davebirss.com/shaping-future-generations-with-pedagogy-perspectives/
72
Uncovering Bias in Large Language Models - Deepchecks
https://www.deepchecks.com/uncovering-bias-in-large-language-models/
73
[Literature Review] Bias in Language Models: Beyond Trick Tests ...
https://www.themoonlight.io/en/review/bias-in-language-models-beyond-trick-tests-and-toward-ruted-evaluation
77
Is AI Fair in Love (and War)? - Towards Data Science
https://towardsdatascience.com/racial-bias-large-language-models-b53019c5be9f/
78
Jayateerth Katti - bias #ai #testing #llm - LinkedIn
https://www.linkedin.com/posts/jayateerth-katti-10103a14_bias-ai-testing-activity-7299269246549729280-xboK
80
Emergent social conventions and collective bias in LLM populations
https://www.science.org/doi/10.1126/sciadv.adu9368
82
Bugcrowd Launches AI Bias Assessment Offering for LLM Applications
https://www.bugcrowd.com/press-release/bugcrowd-launches-ai-bias-assessment-offering-llm-applications/
84
Bias Testing and Mitigation in LLM-based Code Generation - Scribd
https://www.scribd.com/document/717598671/Bias-Testing-and-Mitigation-in-LLM-based-Code-Generation
85
Moving Beyond Generic Benchmarks for LLM Evaluation - Armilla
https://www.armilla.ai/resources/moving-beyond-generic-benchmarks-for-llm-evaluation
86
[PDF] Explicitly unbiased large language models still form biased ...
https://knowledge.uchicago.edu/record/14602/files/bai-et-al-2025-explicitly-unbiased-large-language-models-still-form-biased-associations.pdf
87
Can You Trust LLM-as-a-Judge? | Label Studio
https://labelstud.io/blog/who-watches-the-watchdogs-evaluating-llm-as-a-judge
88
Beyond the Hype - How to Test LLM for Intelligence, Accuracy, and ...
https://promptengineering.org/beyond-the-hype-how-to-test-llm-for-intelligence-accuracy-and-reliability/
89
Unveiling hidden biases: a hands-on LLM analysis - Community.aws
https://community.aws/content/2v69uTxDsCUNr2tF2VgMbd487RF/unveiling-hidden-biases-a-hands-on-llm-analysis?lang=en
91
Challenging systematic prejudices: an investigation into bias against ...
https://unesdoc.unesco.org/ark:/48223/pf0000388971
92
The Five Pillars of Trustworthy LLM Testing - Kolena
https://www.kolena.com/blog/the-five-pillars-of-trustworthy-llm-testing/
94
Red Teaming LLMs: 8 Techniques & Mitigation Strategies - Mindgard
https://mindgard.ai/blog/red-teaming-llms-techniques-and-mitigation-strategies
95
A Manager and an AI Walk into a Bar: Does ChatGPT Make Biased ...
https://pubsonline.informs.org/doi/10.1287/msom.2023.0279
96
Your LLM Judge may be biased - LessWrong
https://www.lesswrong.com/posts/S4aGGF2cWi5dHtJab/your-llm-judge-may-be-biased
97
Personality testing reveals behavioral bias in LLMs - News-Medical
https://www.news-medical.net/news/20241218/Personality-testing-reveals-behavioral-bias-in-LLMs.aspx
98
A Fair Fight: Eliminating Length Bias in LLM Evals - Adaptive ML
https://www.adaptive-ml.com/post/fair-fight
99
Addressing bias in generative AI: Challenges and research ...
https://www.sciencedirect.com/science/article/pii/S0378720625000060