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**Description:** Update to make the code examples consistent with the actual use **Issue:** Code examples were different from actual use in the LangChain code **Dependencies:** Changes on top of https://github.com/langchain-ai/langchain/pull/19294 Note: If these changes are acceptable, please merge them after https://github.com/langchain-ai/langchain/pull/19294.