Enhanced RAG Pipeline for Scientific/Research Workflows

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This PR implements an enhanced RAG Pipeline specifically optimized for scientific and research workflows.

Key Enhancements:

• Scientific Document Splitter: Prioritizes splitting at key research sections (Abstract, Methods, Results, etc.) to maintain context.
• Dynamic Section Detection: Automatically identifies the section of the paper during ingestion for better metadata enrichment.
• Structured Citations: Generates stable, human-readable citation keys (e.g., Title:p5:c12) for every chunk.
• Context Formatting: New formatter for LLM prompts that includes citation keys and relevance scores.
• Rigorous Scientific Assistant: Updated chat logic to enforce citation-backed responses.

These changes ensure research context is preserved and every answer is verifiable via stable citations.