Sakinah-AI System Architecture
Arabic User Question
Fine-Tuning Pipeline
CAMeL-BERT
AraBERTv2
Optimized Single Model
(Optuna Hyperparameter Search)
K-Fold Ensemble
(5-Fold Cross-Validation)
Optimized Single Model
(Optuna Hyperparameter Search)
K-Fold Ensemble
(5-Fold Cross-Validation)
MentalQA Dataset
(Train/Dev Split)
Few-Shot Learning Pipeline
Prompt Construction
(Task Description,
3-5 Examples)
LLM APIs Providers
(NVIDIA, HuggingFace, etc)
Large Language Models (LLMs)
Palmyra-Med-70B, Mixtral-8X22B,
Qwen3-235B, Gpt-Oss-20B,
Colosseum-355B
Multi-Label Output
(Set of Predicted Labels)
Evaluation
(Weighted F1, Jaccard Score)