LlamaIndex boosts data extraction accuracy in "Maximum Effort" mode
LlamaIndex has updated its Agentic Plus tool by adding a new mode: "Maximal Effort." This feature is designed specifically for working with extremely complex documents where high data extraction accuracy is critical, such as from dense graphs or diagrams.
In "Maximal Effort" mode, the system can expend additional computational resources, delving into the analysis of complex details to improve extraction quality. This has significantly improved performance: on the ExtractBench Pro benchmark, accuracy increased from 77.7 to 92.9 Value F1.
Furthermore, a variable pricing model is being introduced. Payment is no longer calculated per fixed page, but based on the actual volume of required computations, allowing users to prioritize extraction quality over a fixed cost.
Why it matters
- —Solves the problem of data extraction from highly complex sources (graphs, diagrams).
- —Demonstrates a significant increase in accuracy (from 77.7 to 92.9) on a specialized benchmark.
- —Implements a flexible payment model tied to actual computational costs.
Key facts
- Added "Maximum Effort" setting for Agentic Plus.
- Accuracy improvement on ExtractBench Pro: 77.7 to 92.9 Value F1.
- The system uses variable pricing based on computation.
- The function is designed for analyzing complex details and diagrams.
The full text is in the original source. Here we provide a brief summary and key facts.