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@@ -31,6 +31,20 @@ Read some of the articles about benchmarking results on our blog.
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* Rag on Tables: https://blog.langchain.dev/benchmarking-rag-on-tables/
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* Q&A over CSV data: https://blog.langchain.dev/benchmarking-question-answering-over-csv-data/
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## Results
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Tool Usage as of 2024-04-18. See documentation to re-generate.
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![download](https://github.com/langchain-ai/langchain-benchmarks/assets/3205522/0da33de8-e03f-49cf-bd48-e9ff945828a9)
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Explore Agent Traces on LangSmith:
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Relational Data: https://smith.langchain.com/public/22721064-dcf6-4e42-be65-e7c46e6835e7/d
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Tool Usage (1-tool): https://smith.langchain.com/public/ac23cb40-e392-471f-b129-a893a77b6f62/d
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Tool Usage (26-tools): https://smith.langchain.com/public/366bddca-62b3-4b6e-849b-a478abab73db/d
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Mutiverse Math: https://smith.langchain.com/public/983faff2-54b9-4875-9bf2-c16913e7d489/d
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## Installation
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To install the packages, run the following command:

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