Financial QA - Deductive

Ask deductive questions about a (long) financial document.

You can query a model directly and test the results returned when using different parameter values with the Cloud console, or by calling the Vertex AI API directly. For an example of using the Vertex AI API, see Quickstart using the Vertex AI API. To view this sample in the Cloud console: Go to Google Cloud console

Prompt Freeform financial_qa_example_JNJ_2021_10K.pdf How much did net earnings grow from FY2020 to FY2021? Response Net earnings grew from $14.714 billion in FY2020 to $20.878 billion in FY2021, representing a 41.9% increase. Supporting Information: This information can be found in the Consolidated Statements of Earnings (page 48 of the document). Specifically, the "Net earnings" row shows: 2021: $20,878 million 2020: $14,714 million To calculate the growth: ($20,878 - $14,714) / $14,714 = 41.9% increase.

Model: gemini-1.5-flash-002 Temperature: 0.2 Max output tokens: 8192 TopK: 40.0 TopP: 0.95