Summarization Chain node
Use the Summarization Chain node to summarize multiple documents.
On this page, you'll find the node parameters for the Summarization Chain node, and links to more resources.
Node parameters
Choose the type of data you need to summarize in Data to Summarize. The data type you choose determines the other node parameters.
- Use Node Input (JSON) and Use Node Input (Binary): summarize the data coming into the node from the workflow.
- You can configure the Chunking Strategy: choose what strategy to use to define the data chunk sizes.
- If you choose Simple (Define Below) you can then set Characters Per Chunk and Chunk Overlap (Characters).
- Choose Advanced if you want to connect a splitter sub-node that provides more configuration options.
- You can configure the Chunking Strategy: choose what strategy to use to define the data chunk sizes.
- Use Document Loader: summarize data provided by a document loader sub-node.
Node Options
You can configure the summarization method and prompts. Select Add Option > Summarization Method and Prompts.
Options in Summarization Method:
- Map Reduce: this is the recommended option. Learn more about Map Reduce (opens in a new tab) in the LangChain documentation.
- Refine: learn more about Refine (opens in a new tab) in the LangChain documentation.
- Stuff: learn more about Stuff (opens in a new tab) in the LangChain documentation.
You can customize the Individual Summary Prompts and the Final Prompt to Combine. There are examples in the node. You must include the "{text}" placeholder.
Related resources
Refer to LangChain's documentation on summarization (opens in a new tab) for more information about the service.