Implicit Bias

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Period ending 2026-09-21

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Period ending 2026-09-14

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Period ending 2026-09-07

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  1. Evaluating and Mitigating Anti-LGBTQ Biases in German and Multilingual Language Models

    Aug 31, 2026Melina Morch, Daniel BraunLarge Language Model BiasMultilingual Benchmark

  2. Learning Dynamics of Logits Debiasing for Long-Tailed Semi-Supervised Learning

    Aug 31, 2026Yue Cheng, Jiajun Zhang, Xiaohui Gao +2Semi-Supervised LearningLogit Lens

  3. Hidden Threat in Synthetic Data: Covert Targeted Bias Injection through Benign Text

    Aug 31, 2026Minkyung Cho, Jihyo Kim, SeungWoo Song +4Synthetic DataLarge Language Model Fine-Tuning

  4. Two Centuries of Sexism in British Parliament: A Computational Analysis of Women's Representation in the Hansard Corpus

    Aug 31, 2026Mohammad Omar Khursheed, Mandira Sawkar, Ashiqur R. KhudaBukhshParliamentary DiscourseGender Bias

  5. DERELAB: Probing Defeasible Reasoning and Confirmation Bias in LLMs with a Generative Benchmark

    Aug 31, 2026Jayanta Sadhu, Sayem Shahad, Kenneth MarinoImplicit BiasMulti-Turn Conversations

  6. Beyond Polarization: The Generative Constraint of Chain-of-Thought in Pointwise Reranking

    Aug 31, 2026Xiaoyang Chen, Jie Liu, Haijin Liang +5RerankingScoring

  7. Pak3H: Evaluating the Cost of Cultural Mismatch in LLM Alignment with a Human-Contextualized Urdu Benchmark

    Aug 30, 2026Abdullah Hashmat, Usman Naseem, Agha Ali RazaLarge Language Model AlignmentCultural Knowledge

  8. ContextBias: Controlled Evaluation of Bias Persistence Under Context Shift in Text-to-Image Models

    Aug 30, 2026Shaghayegh Kolli, Sina Emami, Moreno D'Incà +4Stereotype MitigationText-To-Image

  9. Definitional Sensitivity in Media Bias Detection: A Multi-Definition Dataset and Benchmark

    Aug 24, 2026Martin Wessel, Timo Spinde, Jürgen Pfeffer +1Large Language Model BiasHuman Annotators

  10. Does Rank Still Matter? Position Bias When AI Agents Shop on Our Behalf

    Aug 24, 2026Davood Wadi, Yu MaAgentic CommerceAgentic Search

  11. It's How You Ask: Gender-Associated Linguistic Bias in LLMs

    Aug 13, 2026Katherine Van Koevering, Anjalie FieldLarge Language Model BiasLinguistics

  12. Hierarchical Empirical-Bayes Naive Bayes: Minimax Smoothing and Calibration with AODE Extension

    Aug 11, 2026Nguyen Thai Anh, Truong Viet Vu, Tran Thien Thanh +2BayesianEmpirical Risk Minimization

  13. Every Token Counts: Exact Likert-Scale Distributions for Measuring LLM Attitudes and Biases

    Aug 11, 2026Davood Wadi, Mohsen Ghodrat, Matthew PhilpLarge Language Model BiasLarge Language Model Evaluation

  14. Subjective Multi-Bias Detection with Large Language Models

    Aug 10, 2026Ruiyu Li, Zhiying ZhuLarge Language Model BiasImplicit Bias

  15. Same Question, Different Answer? Measuring and Mitigating Prompt Privilege for Equitable AI Access

    Aug 9, 2026Lier Jin, Lan Hu, Binqi Shen +2Prompt EngineeringLarge Language Model Bias

  16. Towards an LLM-based method for quantifying the sexual content in song lyrics

    Aug 9, 2026Ignacio M. SticcoGender

  17. Theory-Guided Deception Detection: A RAG-Based Artificial Intelligence Exploration

    Aug 9, 2026David M. Markowitz, Timothy R. LevineDeceptionRetrieval-Augmented Generation Systems

  18. Are LLMs Positionally Consistent Ordinal Classifiers? A Systematic Evaluation

    Aug 9, 2026Yu Wang, Zhe Zhou, Menglin Liu +1Implicit BiasOrder Matters

  19. Mitigating Gender Bias in English to Romanian Machine Translation

    Aug 9, 2026Ioana Grigore, Sergiu NisioiGender BiasGender

  20. Fair on the Surface? Benchmarking Hidden-Output Fairness Gaps in LLM Recommenders

    Aug 8, 2026Chan Aristella Lu, Arya Fayyazi, Junhao Zhang +6Large Language Model BiasFairness Audits

  21. Beyond Aggregate Calibration: Decomposing Income-Conditional Recall Disparities in Automated Credit Default Prediction

    Aug 8, 2026Sai Srikar BoddupalliCredit Risk PredictionDisparities

  22. Who Verifies the Benchmark? Decentralizing Trust in Large Language Model Evaluation

    Aug 7, 2026Sahil Pardasani, Madhusudan SinghDeepseekImplicit Bias

  23. People Are Not Just Their Countries. Disentangling Social Determinants of LLM Value Alignment Across Europe

    Aug 7, 2026Maria-Louisa Wightman, Guillaume Bied, Tijl De BieHuman ValuesLarge Language Model Alignment

  24. Confirming Our Biases? Evaluating the Capabilities, Risks, and Societal Impact of Large Language Models

    Aug 7, 2026Mudar Adas, Polina Tsvilodub, Michael Franke +1Large Language Model BiasTask Framing

  25. When One Modality Is Not Enough: Multimodal Sex and Life-Stage Classification of Red Deer from Aerial RGB-Thermal Video

    Aug 7, 2026Hugo Markoff, Christoph Praschl, Ivan Ludoški +3BirdPopulation Dynamics

  26. Does Splitting a Triage Decision Across Agents Hide Bias or Help Catch It? A Multi-Agent Simulation Study of LLM-Based Resource Allocation Under Audit Capacity Constraints

    Aug 7, 2026Paul-Peter ArslanLarge Language Model BiasTriage

  27. Unmasking Removal-Budget Confounding: A Matched Operating-Point Evaluation Framework for Adaptive Data Cleaning

    Aug 6, 2026Wei-Hsiang Chen, Pin-Hsuan Yu, Chen-Hsuan Fang +1Adversarial CorruptionEvaluation Metrics

  28. Bias Analysis of L2 Speaking Assessment Systems Using Concept Activation Vectors

    Aug 6, 2026Arya Labroo, Mengjie Qian, Kate KnillLarge Language Model BiasGrading

  29. Poli-Bias: Understanding and Measuring Large Language Model Biases in International Political Conflicts

    Aug 6, 2026Massi-Nissa Abboud, Aladin Djuhera, Elena Cabrio +1Large Language Model BiasIdeology

  30. How to Recognize New Words: A Comparison Between Context Biasing Methods and Speech LLMs

    Aug 6, 2026Christian Huber, Alexander WaibelSpeech Large Language ModelsImplicit Bias

  31. Mitigating Scoring Bias in LLM-as-a-Judge via Random Number Generation

    Aug 6, 2026Yuma Asato, Kiyoaki Shirai, Natthawut KertkeidkachornLarge Language Model BiasLarge Language Model Evaluation

  32. Negotiating Risk Boundaries in AI for Policing Through Mixed-Stakeholder Deliberation

    Aug 5, 2026Mackenzie Jorgensen, Jo Reilly, Alex Sutherland +1PolicingDeliberation

  33. Weather- and Location-Aware Agentic Dining Recommendation: Leveraging LLM World Knowledge for Region-Sensitive Contextual Reasoning

    Aug 5, 2026Kadharmoideen FadurudeenRecommendationRecipe

  34. The Effect of Perceived Race and Gender on Police Language Use: Experimental Evidence from VR Simulations

    Aug 5, 2026Sandra C. Sandoval, Navita Goyal, Rashawn Ray +3PolicingGender

  35. Do Language Models Know Their Slang? Queer Slang Understanding in User-Generated Content

    Aug 5, 2026Arianna Denitto, Beatrice SavoldiLinguisticsGender

  36. Chain-of-Thought Monitoring Can Be Unreliable in Implicit-Influence Settings

    Aug 5, 2026Agatha Duzan, Asa Cooper SticklandFrontier ModelsInfluence

  37. Overcoming Statistical Bias in Action-Controllable World Models

    Aug 5, 2026Yuhong Shi, Zhenhao Chu, Jie Wei +3Efficient World-Action ModelNext Activity Prediction

  38. Non-asymptotic implicit bias of logistic regression at early-stage gradient descent dynamics

    Aug 5, 2026Han BaoGradient DescentOver-Parameterized Neural Networks

  39. The Fairness Collapse Phenomenon: Bias Amplification in Language Models Trained on Synthetic Data

    Aug 4, 2026Irina Proskurina, Antoine Gourru, Julien VelcinLarge Language Model BiasSynthetic Data

  40. Variable Selection in the Context of AI Fairness

    Aug 4, 2026Ivan Luciano Danesi, Chiara Frigerio, Fabio Maccaferri +2Interdisciplinary Knowledge DiscoveryImplicit Bias

  41. Unscented KalmanNet: Structure-Preserving Deep Learning with Calibrated Posterior Uncertainty under Incomplete Physics and Unknown Noise

    Aug 4, 2026Minhyeok Ko, Abdollah ShafieezadehExtended Kalman FilterCovariance Estimation

  42. Unequal Verdicts: Investigating Gender Bias in LLM-Based Fake News Detection

    Aug 4, 2026Razieh Chalehchaleh, Reza Farahbakhsh, Noel CrespiLarge Language Model BiasGender Bias

  43. Cross-Lingual Bias in Large Language Models: A Comparative Analysis of English and Swahili

    Aug 4, 2026Ruolei Zhang, Teddy Njuguna, Yue FengLarge Language Model BiasImplicit Bias

  44. Learning Sexism Detection Using Multi-Agent Perspectivist Preference Optimization

    Aug 4, 2026Hadi Mohammadi, Tina Shahedi, Robert A. Bagheri +2Human AnnotatorsGender Bias

  45. Cross-cultural evaluation of taste-sound correspondences in AI-generated music

    Aug 4, 2026Matteo Spanio, Massimiliano Zampini, Luisa Torri +5Cross-Cultural StudyMusic Generation

  46. LLM-Derived Priors for Thompson Sampling in Cold-Start Comment Recommendation

    Aug 4, 2026Eugene Lee, Oseong Choi, Byungsoo Kang +1Thompson SamplingPrior Knowledge

  47. When Oracle Conditioning Misleads Deployment: Conditioning-Availability Bias in Echocardiographic Segmentation

    Aug 4, 2026Dang P. M. Cao, Hieu D. Pham, Hieu PhamWhole-Heart SegmentationOracles

  48. Investigating Social Bias in Narrative Image Generation

    Aug 3, 2026Junyeong Park, Sowon Min, Euna Jang +5Text-To-ImageVisual Storytelling

  49. Human-LLM Alignment in Language Attitudes Toward Non-Native Japanese

    Aug 3, 2026Naho Orita, Hayato Ogawa, Daisuke KawaharaLarge Language Model BiasEnglish

  50. PALMs: Using Multi Construct-Grounded Rationales for Modeling Population Preferences in LLMs

    Aug 2, 2026Priyanka Dey, Brihi Joshi, Preyashi Poddar +2Large Language Model AlignmentLarge Language Model Bias

  51. Same violence, different answer: how AI responds to coercive control against women across languages

    Aug 2, 2026Lyu Chang, Sònia Estradé Albiol, Núria Vergés BoschConversational Artificial IntelligenceGender

  52. Sharp Characterization of Bias in Post-Bandit Inference

    Aug 2, 2026Lisu Wang, Yilun Chen, Jiaqi LuRegretEfficient Exploration

  53. A Heuristic Perspective on Debiasing Language Models

    Aug 1, 2026Tian Lan, Yemin Wang, Chuancheng Shi +6Large Language Model BiasBias Mitigation

  54. Query Timing Produces Opposite Positional Biases Between LLMs and Humans

    Aug 1, 2026Jasin Cekinmez, Addison J. Wu, Thomas L. GriffithsPrimingImplicit Bias

  55. Averaging Bias: Human Faithfulness Annotations are not Locally Faithful

    Jul 31, 2026Huajian Zhang, Yiyang Feng, Jiawei ZhouExplanation FaithfulnessFaithfulness

  56. The persuasive power of large language models does not depend on their perceived national origin

    Jul 31, 2026Ningzhi Liu, Yannic Hinrichs, Jonas R. KunstPersuasionSocial Influence

  57. FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation

    Jul 31, 2026Martin LukkLarge Language Model BiasFairness Audits

  58. AI systems and the reproduction of (standard) language ideologies in World Englishes

    Jul 30, 2026Kingsley UgwuanyiEnglishLarge Language Model Bias

  59. Lightning OPD 2.0: Mitigating Style Bias in Cross-Teacher On-Policy Distillation for Large Reasoning Models

    Jul 30, 2026Yecheng Wu, Song Han, Han CaiOn-Policy DistillationLarge Reasoning Models

  60. Fairness Pruning: Locating Demographic Bias in GLU-MLP Layers via Differential Activations

    Jul 30, 2026Pere Martra, Eugenio Martínez Cámara, Alfonso Ureña LópezLarge Language Model BiasBias Mitigation