DW-Bench: Benchmarking LLMs on Data Warehouse Graph Topology Reasoning

1. 1Run DW-Bench on your LLM to evaluate its performance on graph-topology reasoning
2. 2Configure your LLM to integrate foreign-key and data-lineage edges for better performance
3. 3Apply tool-augmented methods to improve your LLM's performance on hard compositional subtype questions
4. 4Test your LLM on the 1,046 automatically generated questions in DW-Bench
5. 5Compare the performance of your LLM with other models using DW-Bench

Data scientists and AI engineers can use DW-Bench to evaluate and improve the performance of LLMs on graph-topology reasoning tasks, leading to better decision-making and data analysis

💡 Tool-augmented methods can substantially outperform static approaches on graph-topology reasoning tasks

💡 Benchmark your LLMs on data warehouse graph topology reasoning with DW-Bench!