Workflow Cards: Structured Summaries of Workflow Executions Using Provenance Data
Workflow Cards turn workflow provenance into a readable execution record for humans and LLMs.
The paper argues that Model Cards and Data Cards miss details from the runs that create and evaluate artifacts. Its template is built around provenance questions about preparation, parameters, runtime behavior, resource use, and intermediate transformations. The authors report that LLMs using Workflow Cards nearly doubled answer quality versus schema-based provenance database querying, in both judge-model and human assessments. ArXiv · AI/CL/LG's note
The paper argues that Model Cards and Data Cards miss details from the runs that create and evaluate artifacts. Its template is built around provenance questions about preparation, parameters, runtime behavior, resource use, and intermediate transformations. The authors report that LLMs using Workflow Cards nearly doubled answer quality versus schema-based provenance database querying, in both judge-model and human assessments. ArXiv · AI/CL/LG's note
score 4