Image de couverture de livre

Equal Access, Unequal Interaction: A Counterfactual Audit of LLM Fairness

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Amiri-Margavi, Alireza, Gharagozlou, Arshia, Davodi, Amin Gholami, Davoudi, Seyed Pouyan Mousavi, Balyani, Hamidreza Hasani
Format:	Preprint
Publié:	2026
Sujets:	Computation and Language Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Collective Reasoning Among LLMs: A Framework for Answer Validation Without Ground Truth
par: Davoudi, Seyed Pouyan Mousavi, et autres
Publié: (2025)

Enhancing Answer Reliability Through Inter-Model Consensus of Large Language Models
par: Amiri-Margavi, Alireza, et autres
Publié: (2024)

LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs
par: Davoodi, Arash Gholami, et autres
Publié: (2024)

Geometry-Aware Decoding with Wasserstein-Regularized Truncation and Mass Penalties for Large Language Models
par: Davoodi, Arash Gholami, et autres
Publié: (2026)

Time-Dependent Low-Rank Input-Output Operator for Forced Linearized Dynamics with Unsteady Base Flows
par: Amiri-Margavi, Alireza, et autres
Publié: (2023)

FairFlow: Mitigating Dataset Biases through Undecided Learning
par: Cheng, Jiali, et autres
Publié: (2025)

DyKnow: Dynamically Verifying Time-Sensitive Factual Knowledge in LLMs
par: Mousavi, Seyed Mahed, et autres
Publié: (2024)

Real-time optimization of thermoelectric coolers' performance based on energy and exergy analysis
par: Amiri-Margavi, Alireza, et autres
Publié: (2024)

Counterfactual Simulatability of LLM Explanations for Generation Tasks
par: Limpijankit, Marvin, et autres
Publié: (2025)

COFT: Counterfactual-Conformal Decoding for Fair Chain-of-Thought Reasoning in Large Language Models
par: Fayyazi, Arya, et autres
Publié: (2026)

Impact of Fairness Regulations on Institutions' Policies and Population Qualifications
par: Montaseri, Hamidreza, et autres
Publié: (2024)

Concept-Level Explainability for Auditing & Steering LLM Responses
par: Amara, Kenza, et autres
Publié: (2025)

Not All Thoughts are Generated Equal: Efficient LLM Reasoning via Multi-Turn Reinforcement Learning
par: Ning, Yansong, et autres
Publié: (2025)

A Systematic Evaluation of LLM Strategies for Mental Health Text Analysis: Fine-tuning vs. Prompt Engineering vs. RAG
par: Kermani, Arshia, et autres
Publié: (2025)

Should We Fine-Tune or RAG? Evaluating Different Techniques to Adapt LLMs for Dialogue
par: Alghisi, Simone, et autres
Publié: (2024)

Optimal Singular Damage: Efficient LLM Inference in Low Storage Regimes
par: Alipour, Mohammadsajad, et autres
Publié: (2025)

Counterfactual Trace Auditing of LLM Agent Skills
par: Zhou, Xiaolin, et autres
Publié: (2026)

Bias Similarity Measurement: A Black-Box Audit of Fairness Across LLMs
par: Jeong, Hyejun, et autres
Publié: (2024)

Code Comprehension then Auditing for Unsupervised LLM Evaluation
par: Patel, Bhrij, et autres
Publié: (2024)

Beyond Jailbreaking: Auditing Contextual Privacy in LLM Agents
par: Das, Saswat, et autres
Publié: (2025)

Collaborative Memory: Multi-User Memory Sharing in LLM Agents with Dynamic Access Control
par: Rezazadeh, Alireza, et autres
Publié: (2025)

LIME-LLM: Probing Models with Fluent Counterfactuals, Not Broken Text
par: Mihaila, George, et autres
Publié: (2026)

Thinking Fast, Thinking Wrong: Intuitiveness Modulates LLM Counterfactual Reasoning in Policy Evaluation
par: He, Yanjie
Publié: (2026)

Knot complements decomposing into prisms
par: DeBlois, Jason, et autres
Publié: (2025)

OptiHive: Ensemble Selection for LLM-Based Optimization via Statistical Modeling
par: Bouscary, Maxime, et autres
Publié: (2025)

Affording Process Auditability with QualAnalyzer: An Atomistic LLM Analysis Tool for Qualitative Research
par: Lu, Max Hao, et autres
Publié: (2026)

Epistemic Blinding: An Inference-Time Protocol for Auditing Prior Contamination in LLM-Assisted Analysis
par: Cuccarese, Michael
Publié: (2026)

MedInsight: A Multi-Source Context Augmentation Framework for Generating Patient-Centric Medical Responses using Large Language Models
par: Neupane, Subash, et autres
Publié: (2024)

Bayesian Orchestration of Multi-LLM Agents for Cost-Aware Sequential Decision-Making
par: Amin, Danial
Publié: (2026)

Optimally time-dependent modes of vortex gust-airfoil interactions
par: Zhong, Yonghong, et autres
Publié: (2025)

Towards Fair and Comprehensive Evaluation of Routers in Collaborative LLM Systems
par: Wu, Wanxing, et autres
Publié: (2026)

HALF: Harm-Aware LLM Fairness Evaluation Aligned with Deployment
par: Mekky, Ali, et autres
Publié: (2025)

Enhancing Text Classification through LLM-Driven Active Learning and Human Annotation
par: Rouzegar, Hamidreza, et autres
Publié: (2024)

Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing
par: Yuan, Wenhao, et autres
Publié: (2026)

Unmasking the Factual-Conceptual Gap in Persian Language Models
par: Sakhaeirad, Alireza, et autres
Publié: (2026)

CreditAudit: 2$^\text{nd}$ Dimension for LLM Evaluation and Selection
par: Song, Yiliang, et autres
Publié: (2026)

Linguistic Blind Spots in Clinical Decision Extraction
par: Elgaar, Mohamed, et autres
Publié: (2026)

Beyond Public Access in LLM Pre-Training Data
par: Rosenblat, Sruly, et autres
Publié: (2025)

Parallel Universes, Parallel Languages: A Comprehensive Study on LLM-based Multilingual Counterfactual Example Generation
par: Wang, Qianli, et autres
Publié: (2026)

Fairness Metric Design Exploration in Multi-Domain Moral Sentiment Classification using Transformer-Based Models
par: Naranbat, Battemuulen, et autres
Publié: (2025)