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lines changed Original file line number Diff line number Diff line change @@ -31,6 +31,20 @@ Read some of the articles about benchmarking results on our blog.
3131*  Rag on Tables: https://blog.langchain.dev/benchmarking-rag-on-tables/ 
3232*  Q&A over CSV data: https://blog.langchain.dev/benchmarking-question-answering-over-csv-data/ 
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34+ 
35+ ## Results  
36+ 
37+ Tool Usage as of 2024-04-18. See documentation to re-generate.
38+ 
39+ ![ download] ( https://github.com/langchain-ai/langchain-benchmarks/assets/3205522/0da33de8-e03f-49cf-bd48-e9ff945828a9 ) 
40+ 
41+ Explore Agent Traces on LangSmith:
42+ 
43+ Relational Data: https://smith.langchain.com/public/22721064-dcf6-4e42-be65-e7c46e6835e7/d 
44+ Tool Usage (1-tool): https://smith.langchain.com/public/ac23cb40-e392-471f-b129-a893a77b6f62/d 
45+ Tool Usage (26-tools): https://smith.langchain.com/public/366bddca-62b3-4b6e-849b-a478abab73db/d 
46+ Mutiverse Math: https://smith.langchain.com/public/983faff2-54b9-4875-9bf2-c16913e7d489/d 
47+ 
3448## Installation  
3549
3650To install the packages, run the following command:
 
 
   
 
     
   
   
          
    
    
     
    
      
     
     
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