Cover Image

Mental Health Equity in LLMs: Leveraging Multi-Hop Question Answering to Detect Amplified and Silenced Perspectives

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Haider, Batool, Gorti, Atmika, Chadha, Aman, Gaur, Manas
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Computers and Society
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Unboxing Occupational Bias: Grounded Debiasing of LLMs with U.S. Labor Data
by: Gorti, Atmika, et al.
Published: (2024)

Moral Sensitivity in LLMs: A Tiered Evaluation of Contextual Bias via Behavioral Profiling and Mechanistic Interpretability
by: Aggarwal, Yash, et al.
Published: (2026)

IoT-Based Preventive Mental Health Using Knowledge Graphs and Standards for Better Well-Being
by: Gyrard, Amelie, et al.
Published: (2024)

Generative Data Augmentation using LLMs improves Distributional Robustness in Question Answering
by: Chowdhury, Arijit Ghosh, et al.
Published: (2023)

Human-Readable Adversarial Prompts: An Investigation into LLM Vulnerabilities Using Situational Context
by: Das, Nilanjana, et al.
Published: (2024)

Born With a Silver Spoon? Investigating Socioeconomic Bias in Large Language Models
by: Singh, Smriti, et al.
Published: (2024)

PRISM: Agentic Retrieval with LLMs for Multi-Hop Question Answering
by: Nahid, Md Mahadi Hasan, et al.
Published: (2025)

Multilingual State Space Models for Structured Question Answering in Indic Languages
by: Vats, Arpita, et al.
Published: (2025)

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations
by: Joshi, Abhinav, et al.
Published: (2024)

Social Bias in Popular Question-Answering Benchmarks
by: Kraft, Angelie, et al.
Published: (2025)

The Reasoning Trap -- Logical Reasoning as a Mechanistic Pathway to Situational Awareness
by: Sahoo, Subramanyam, et al.
Published: (2026)

Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge Types
by: Sinha, Neelabh, et al.
Published: (2024)

Multi-Hop Reasoning for Question Answering with Hyperbolic Representations
by: Welz, Simon, et al.
Published: (2025)

PediatricsMQA: a Multi-modal Pediatrics Question Answering Benchmark
by: Bahaj, Adil, et al.
Published: (2025)

EfficientRAG: Efficient Retriever for Multi-Hop Question Answering
by: Zhuang, Ziyuan, et al.
Published: (2024)

Mechanistic Steering of LLMs Reveals Layer-wise Feature Vulnerabilities in Adversarial Settings
by: Das, Nilanjana, et al.
Published: (2026)

Credible Plan-Driven RAG Method for Multi-Hop Question Answering
by: Zhang, Ningning, et al.
Published: (2025)

On the Credibility of Evaluating LLMs using Survey Questions
by: Libovický, Jindřich
Published: (2026)

Breaking Language Barriers: A Question Answering Dataset for Hindi and Marathi
by: Sabane, Maithili, et al.
Published: (2023)

None of the Above, Less of the Right: Parallel Patterns between Humans and LLMs on Multi-Choice Questions Answering
by: Tam, Zhi Rui, et al.
Published: (2025)

COBIAS: Assessing the Contextual Reliability of Bias Benchmarks for Language Models
by: Govil, Priyanshul, et al.
Published: (2024)

Reporting and Analysing the Environmental Impact of Language Models on the Example of Commonsense Question Answering with External Knowledge
by: Usmanova, Aida, et al.
Published: (2024)

From "Help" to Helpful: A Hierarchical Assessment of LLMs in Mental e-Health Applications
by: Steigerwald, Philipp, et al.
Published: (2026)

Who is Undercover? Guiding LLMs to Explore Multi-Perspective Team Tactic in the Game
by: Dong, Ruiqi, et al.
Published: (2024)

Mitigating Bias for Question Answering Models by Tracking Bias Influence
by: Ma, Mingyu Derek, et al.
Published: (2023)

DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models
by: Bae, Suyoung, et al.
Published: (2025)

Large Language Model for Mental Health: A Systematic Review
by: Guo, Zhijun, et al.
Published: (2024)

Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering
by: Hu, Zhanghao, et al.
Published: (2025)

Potential and Perils of Large Language Models as Judges of Unstructured Textual Data
by: Bedemariam, Rewina, et al.
Published: (2025)

Leveraging Prompts in LLMs to Overcome Imbalances in Complex Educational Text Data
by: McClure, Jeanne, et al.
Published: (2024)

DPRM: A Dual Implicit Process Reward Model in Multi-Hop Question Answering
by: Wang, Xinyi, et al.
Published: (2025)

Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs
by: Thompson, Travis, et al.
Published: (2025)

CompactRAG: Reducing LLM Calls and Token Overhead in Multi-Hop Question Answering
by: Yang, Hao, et al.
Published: (2026)

An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering
by: Murphy, Alexander, et al.
Published: (2025)

EthicsMH: A Pilot Benchmark for Ethical Reasoning in Mental Health AI
by: Kasu, Sai Kartheek Reddy
Published: (2025)

MDER-DR: Multi-Hop Question Answering with Entity-Centric Summaries
by: Campi, Riccardo, et al.
Published: (2026)

A Method for Multi-Hop Question Answering on Persian Knowledge Graph
by: Ghafouri, Arash, et al.
Published: (2025)

Generative AI Purpose-built for Social and Mental Health: A Real-World Pilot
by: Hull, Thomas D., et al.
Published: (2025)

Understanding Mental Health Content on Social Media and Its Effect Towards Suicidal Ideation
by: Bhuiyan, Mohaiminul Islam, et al.
Published: (2025)

Understanding Student Sentiment on Mental Health Support in Colleges Using Large Language Models
by: Sood, Palak, et al.
Published: (2024)