CoCoA: Context-Conditional Cultural Alignment for Large Language Models

arXiv:2608.29492 · cs.CL · Submitted 2026-08-30 · Read on arXiv

cs.CL

Submitted: 2026-08-30

Updated: 2026-08-30

Code: https://github.com/leekd97/CoCoA

Terminology

• Benchmark — 32× in this paper · explained in 2 episodes
• Alignment — 21× in this paper · explained in 1 episode
• Calibration — 10× in this paper · explained in 7 episodes
• Cultural Bias Score — 6× in this paper
• Homogenization — 6× in this paper · explained in 2 episodes
• Regularization — 6× in this paper · explained in 3 episodes
• Adaptation — 5× in this paper · explained in 1 episode
• LoRA Adapters — 5× in this paper · explained in 3 episodes
• Hypernetwork — 3× in this paper · explained in 3 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Culture-Specific Prompt — 2× in this paper
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Language Model Score — 2× in this paper
• Pairwise Comparisons — 2× in this paper · explained in 2 episodes
• Stereotype Score — 2× in this paper
• Tokenization — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adaptive Training Strategies — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Cross-Culture Think — 1× in this paper
• GRPO — 1× in this paper · explained in 6 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• LoRA Adaptation — 1× in this paper · explained in 2 episodes
• Loss Function — 1× in this paper · explained in 2 episodes
• Meta-learning — 1× in this paper · explained in 2 episodes
• Online Reinforcement Learning — 1× in this paper · explained in 2 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Steering — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
• Gemma 3 Technical Report
• The Llama 3 Herd of Models
• Learning to Route Languages for Multilingual Policy Optimization
• Mistral 7B
• Camellia: Benchmarking Cultural Biases in LLMs for Asian Languages
• WinoGrande: An Adversarial Winograd Schema Challenge at Scale
• Cultural Authenticity: Comparing LLM Cultural Representations to Native Human Expectations
• Qwen3 Technical Report

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering