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A modular, explainable Retrieval-Augmented Generation (RAG) pipeline for automated fact-checking on the FEVER dataset. Includes multi-model evaluation (Mistral, Qwen, GPT), PEFT & DPO fine-tuning, and token-level explainability with Captum, SHAP, and LIME