Disentangling Dialect from Social Bias via Multitask Learning to Improve Fairness

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Spliethöver, Maximilian, Menon, Sai Nikhil, Wachsmuth, Henning
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection
by: Spliethöver, Maximilian, et al.
Published: (2025)

Teaching LLMs Human-Like Editing of Inappropriate Argumentation via Reinforcement Learning
by: Ziegenbein, Timon, et al.
Published: (2026)

Towards a Perspectivist Turn in Argument Quality Assessment
by: Romberg, Julia, et al.
Published: (2025)

The Hrunting of AI: Where and How to Improve English Dialectal Fairness
by: Li, Wei, et al.
Published: (2026)

Investigating Co-Constructive Behavior of Large Language Models in Explanation Dialogues
by: Fichtel, Leandra, et al.
Published: (2025)

LLM-based Rewriting of Inappropriate Argumentation using Reinforcement Learning from Machine Feedback
by: Ziegenbein, Timon, et al.
Published: (2024)

Exploring LLM Prompting Strategies for Joint Essay Scoring and Feedback Generation
by: Stahl, Maja, et al.
Published: (2024)

ArgInstruct: Specialized Instruction Fine-Tuning for Computational Argumentation
by: Stahl, Maja, et al.
Published: (2025)

ArgBench: Benchmarking LLMs on Computational Argumentation Tasks
by: Ajjour, Yamen, et al.
Published: (2026)

Social Bias Probing: Fairness Benchmarking for Language Models
by: Manerba, Marta Marchiori, et al.
Published: (2023)

Dialect and Gender Bias in YouTube's Spanish Captioning System
by: Jimenez, Iris Dania, et al.
Published: (2026)

Dynamic Priors in Bayesian Optimization for Hyperparameter Optimization
by: Fehring, Lukas, et al.
Published: (2025)

Multitask Fine-Tuning and Generative Adversarial Learning for Improved Auxiliary Classification
by: Sun, Christopher, et al.
Published: (2024)

Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination
by: Fleisig, Eve, et al.
Published: (2024)

DialectGen: Benchmarking and Improving Dialect Robustness in Multimodal Generation
by: Zhou, Yu, et al.
Published: (2025)

TriCon-Fair: Triplet Contrastive Learning for Mitigating Social Bias in Pre-trained Language Models
by: Lyu, Chong, et al.
Published: (2025)

Improving Dialectal Slot and Intent Detection with Auxiliary Tasks: A Multi-Dialectal Bavarian Case Study
by: Krückl, Xaver Maria, et al.
Published: (2025)

Extracting Lexical Features from Dialects via Interpretable Dialect Classifiers
by: Xie, Roy, et al.
Published: (2024)

A School Student Essay Corpus for Analyzing Interactions of Argumentative Structure and Quality
by: Stahl, Maja, et al.
Published: (2024)

Modeling the Quality of Dialogical Explanations
by: Alshomary, Milad, et al.
Published: (2024)

Side-by-side Comparison Amplifies Dialect Bias in Language Models
by: Kondapally, Kritee, et al.
Published: (2026)

Harmful Speech Detection by Language Models Exhibits Gender-Queer Dialect Bias
by: Dorn, Rebecca, et al.
Published: (2024)

On Bias and Fairness in NLP: Investigating the Impact of Bias and Debiasing in Language Models on the Fairness of Toxicity Detection
by: Elsafoury, Fatma, et al.
Published: (2023)

Using RL to Identify Divisive Perspectives Improves LLMs Abilities to Identify Communities on Social Media
by: Mehta, Nikhil, et al.
Published: (2024)

FairCoder: Evaluating Social Bias of LLMs in Code Generation
by: Du, Yongkang, et al.
Published: (2025)

ArabicDialectHub: A Cross-Dialectal Arabic Learning Resource and Platform
by: Lahlou, Salem
Published: (2026)

Assessing Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks
by: Lin, Fangru, et al.
Published: (2024)

SocialGaze: Improving the Integration of Human Social Norms in Large Language Models
by: Vijjini, Anvesh Rao, et al.
Published: (2024)

A Dialectic Pipeline for Improving LLM Robustness
by: Candussio, Sara
Published: (2026)

Understanding Position Bias Effects on Fairness in Social Multi-Document Summarization
by: Olabisi, Olubusayo, et al.
Published: (2024)

Navigating Dialectal Bias and Ethical Complexities in Levantine Arabic Hate Speech Detection
by: Ahmed, Ahmed Haj, et al.
Published: (2024)

Disentangling Length Bias In Preference Learning Via Response-Conditioned Modeling
by: Cai, Jianfeng, et al.
Published: (2025)

Exploiting Dialect Identification in Automatic Dialectal Text Normalization
by: Alhafni, Bashar, et al.
Published: (2024)

Fairness and Bias in Multimodal AI: A Survey
by: Adewumi, Tosin, et al.
Published: (2024)

Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models
by: Sorokovikova, Aleksandra, et al.
Published: (2025)

C2PO: Diagnosing and Disentangling Bias Shortcuts in LLMs
by: Feng, Xuan, et al.
Published: (2025)

Algerian Dialect
by: Benmounah, Zakaria, et al.
Published: (2025)

Language, Place, and Social Media: Geographic Dialect Alignment in New Zealand
by: Wong, Sidney
Published: (2026)

FairI Tales: Evaluation of Fairness in Indian Contexts with a Focus on Bias and Stereotypes
by: Nawale, Janki Atul, et al.
Published: (2025)

Topic Bias in Emotion Classification
by: Wegge, Maximilian, et al.
Published: (2023)