“These findings demonstrate that modern LLMs internalize psychologically grounded trust signals without explicit supervision, offering a representational foundation for designing credible, transparent, and trust-worthy AI systems in the web ecosystem.”

“McKinsey has begun using an AI chatbot as part of its graduate recruitment process, signalling a shift in how professional services organisations evaluate early-career candidates.”

“Responsible AI: An approach that emphasizes fairness, transparency, and ethical use of AI technologies.”

“Assuming the article argues that AI 'slop' originates from human input: "The garbage in, garbage out principle applies directly to AI training."”

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“The main contribution is a factor-$5$ distortion algorithm that requires only $O(k \log^2 k)$ queries.”

“AstroReview correctly identifies genuinely accepted proposals with an accuracy of 87% in the meta-review stage, and the acceptance rate of revised drafts increases by 66% after two iterations with the Proposal Authoring Agent.”

“The paper's core contribution is the multi-objective optimization framework using NSGA-II to generate a Pareto front of trade-off solutions, allowing for a balanced compromise between competing fairness criteria.”

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“The paper proposes two original algorithms: a generic polynomial-time sequential algorithm with theoretical guarantees and an extension of the General Yankee Swap.”

“The paper formalizes LDA search as an optimal stopping problem and provides an adaptive stopping algorithm that yields a high-probability upper bound on the gains achievable from a continued search.”

“Fairness research remains largely academic, with limited industry collaboration and low to medium Technology Readiness Level (TRL), indicating that industrial transferability remains distant.”

“C2PO leverages causal counterfactual signals to isolate bias-inducing features from valid reasoning paths, and employs a fairness-sensitive preference update mechanism to dynamically evaluate logit-level contributions and suppress shortcut features.”

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“FairGFL incorporates an interpretable weighted aggregation approach to enhance fairness across clients, leveraging privacy-preserving estimation of their overlapping ratios.”

“The paper likely provides algorithms or theoretical frameworks for achieving envy-free division under incomplete connectivity constraints.”

“The article likely details the methodology, experiments, and results of the proposed auction design.”

“Model-level approaches demonstrate superior fixing effectiveness compared to others. No single approach can achieve the best fixing performance while improving accuracy and maintaining all other properties.”

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“The approach leverages the spatial distribution of the task to induce a structural prior at initialization, thereby constraining the search space.”

“Workers materially enable AI while remaining invisible or erased from recognition.”

“The article's core focus is on EFX allocations within triangle-free multi-graphs.”

“The context mentions the source of the article is ArXiv.”

“Surprisingly, even the neutral set showed consistent tonal skew, suggesting that bias may stem from the model's underlying conversational style.”

“The paper focuses on removing bias without erasing demographics.”

“The context mentions the article is sourced from ArXiv, indicating it is a pre-print research paper.”

“The study focuses on empirically characterizing tone bias in LLM-driven UX systems.”

“The article's context indicates it is from ArXiv.”

“The research focuses on 93 stigmatized groups.”

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“The paper investigates spatial attention bias.”

“The article's abstract would provide specific details on the methodology and results.”

“The research focuses on the performance trade-offs associated with mitigating bias.”

“The research focuses on the translation of handwritten legal documents using OCR and vision-language models.”

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“The article's source is ArXiv, indicating a focus on academic research.”

“The article focuses on fair regression for multiple groups in the context of Chronic Kidney Disease.”

“The research likely analyzes search recommendations within Wikipedia and Grokipedia, potentially uncovering unexpected knowledge or biases.”

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“The paper is available on ArXiv, suggesting peer review is not yet complete but the research is publicly accessible.”

“The paper focuses on bias and discrimination in memory-enhanced AI agents.”

“The article likely explores emergent bias and fairness within the context of multi-agent decision systems.”

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“The research focuses on multi-pass confidence calibration and CP4.3 governance stress testing.”

“The study focuses on cross-language bias.”

“The article's context provides the initial report on an AI-driven decision making system for hiring.”

“The paper focuses on vision-language models for medical image disease classification.”

“The research focuses on the bias of the Gini estimator in Poisson and geometric cases, also characterizing the gamma family and unbiasedness under gamma distributions.”

“The paper likely focuses on the biases present within deep learning models used for music transcription.”