Slide 1: Enhancing Document Understanding and Retrieval. Slide 2: Introduction: Current System & Limitations. Slide 3: Advanced Chunking Strategy: Retaining Meaningful Context. Slide 4: Deep Dive: Advanced Chunking Techniques. Slide 5: Adaptive Chunking: Tailoring to Document Complexity. Slide 6: Query Enhancement Strategy: Improving Retrieval Accuracy. Slide 7: LLM Model Selection: Choosing the Right Engine. Slide 8: Conclusion: Towards Enhanced Document Understanding