Post by Kaggle

Is your document parser breaking your AI agents? 🛠️ Developed by LlamaIndex, ParseBench moves beyond "looks like the text" to "works for the agent." With ~2,000 human-verified pages from finance, insurance, and government documents, it tests five key dimensions that typically cause production workflows to fail: • Tables: Structural fidelity of merged cells and hierarchical headers • Charts: Exact data point extraction with correct labels from bar, line, pie, and compound charts • Content faithfulness: E.g., omissions, hallucinations • Semantic formatting: Preservation of inline formatting that carries meaning (e.g., strikethroughs, super/subscripts, bold, etc.) • Visual grounding: Tracing every extracted element back to its precise source location on the page. Explore the results in Kaggle Benchmarks: https://lnkd.in/e7m2cWvQ