A user is seeking advice on improving the accuracy of mapping data from PDF documents into a JSON format using local large language models. After using Docling to parse PDFs into markdown, the user employs a Qwen 3.5-9B model to convert this markdown into a specific JSON structure. However, the LLM struggles with accurately mapping data, leading to incorrect labels for counts and amounts, suggesting a potential limitation in the model's capabilities rather than the workflow itself. The user is looking for solutions that can generalize across different files and is constrained to local models due to API limitations. AI
IMPACT This query highlights common challenges in applying LLMs for structured data extraction and the need for improved model capabilities or fine-tuning techniques.
RANK_REASON User is asking for advice on a technical problem related to LLM usage, not reporting a new release or significant event.
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