Using Lift to Turn Research PDFs into Structured JSON with Controlled, Schema-Guided Field-Level Evaluation

Short summary

This tutorial walks through building a production-grade PDF-to-JSON extraction pipeline using Lift, featuring schema-guided field-level evaluation. It demonstrates synthetic research report generation, benchmarking each extracted field against ground truth, and assembling results into a queryable knowledge base. The methodology produces repeatable extraction benchmarks suitable for production use rather than ad-hoc model outputs.

• •Lift enables schema-guided extraction from research PDFs with field-level evaluation
• •Workflow includes synthetic data generation and benchmarking against ground truth
• •Results form a repeatable extraction benchmark for production use

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