Measuring Cultural Alignment Beyond the Average: A Framework for Evaluating Maternal-Health LLM Interactions in Indian Contexts

arXiv:2610.11586 · cs.CL · Submitted 2026-10-08 · Read on arXiv

cs.CL

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

• Alignment — 61× in this paper · explained in 1 episode
• Aggregation — 12× in this paper · explained in 1 episode
• Consistency — 9× in this paper · explained in 3 episodes
• Benchmark — 6× in this paper · explained in 2 episodes
• Grounding — 6× in this paper · explained in 3 episodes
• Cosine Similarity — 4× in this paper · explained in 3 episodes
• Gender Norms — 4× in this paper
• Adaptation — 3× in this paper · explained in 1 episode
• Accuracy — 2× in this paper · explained in 1 episode
• Commentary — 2× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 2× in this paper · explained in 3 episodes
• Long-Term Orientation — 2× in this paper
• Power Distance Index — 2× in this paper
• Profile Alignment Score — 2× in this paper
• AI Agents — 1× in this paper · explained in 2 episodes
• Aggregation Function — 1× in this paper · explained in 1 episode
• Alignment Methods — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Core — 1× in this paper · explained in 2 episodes
• Elder Dominance — 1× in this paper
• Fidelity — 1× in this paper · explained in 2 episodes
• Information Asymmetry — 1× in this paper · explained in 2 episodes
• Instruction Tuning — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• LLM judge — 1× in this paper · explained in 2 episodes
• Mental Health Suppression — 1× in this paper
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Synthetic Data Generation — 1× in this paper · explained in 5 episodes
• Uncertainty Avoidance Index — 1× in this paper

Sources

• UPDESH: Synthesizing Grounded Instruction Tuning Data for 13 Indic Languages
• Synthetic Patient-Physician Dialogue Generation from Clinical Notes Using LLM
• The Llama 3 Herd of Models
• Synthetic Data Generation with LLM for Improved Depression Prediction
• Cultural Fidelity in Large-Language Models: An Evaluation of Online Language Resources as a Driver of Model Performance in Value Representation
• Cactus: Towards Psychological Counseling Conversations using Cognitive Behavioral Theory
• CulturePark: Boosting Cross-cultural Understanding in Large Language Models
• Cultural Conditioning or Placebo? On the Effectiveness of Socio-Demographic Prompting
• DiaSynth: Synthetic Dialogue Generation Framework for Low Resource Dialogue Applications
• WorldValuesBench: A Large-Scale Benchmark Dataset for Multi-Cultural Value Awareness of Language Models

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