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How to evaluate the extracted entity, relationship, and community reports? #904

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yangxue-1 opened this issue Aug 12, 2024 · 3 comments
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@yangxue-1
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Is there an existing issue for this?

  • I have searched the existing issues
  • I have checked #657 to validate if my issue is covered by community support

Describe the issue

How to evaluate the extracted entity, relationship, and community reports?

The result of the global search is always like this:I am sorry but I am unable to answer this question given the provided data.

Steps to reproduce

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GraphRAG Config Used

# Paste your config here

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Additional Information

  • GraphRAG Version:
  • Operating System:
  • Python Version:
  • Related Issues:
@yangxue-1 yangxue-1 added the triage Default label assignment, indicates new issue needs reviewed by a maintainer label Aug 12, 2024
@natoverse
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There are some comments here about the technical aspects of the process: #849

You can inspect the final output parquet files create_final_entities.parquet, create_final_relationships.parquet and create_final_community_reports.parquet to see if they are filled in and look reasonable. If you are seeing the "unable to answer question" message that most likely means the LLM was not satisfied that the reports were able to answer your question, and it filtered out all of them, and thus didn't have any reports to summarize.

@natoverse natoverse added awaiting_response Maintainers or community have suggested solutions or requested info, awaiting filer response and removed triage Default label assignment, indicates new issue needs reviewed by a maintainer labels Aug 12, 2024
@yangxue-1
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There are some comments here about the technical aspects of the process: #849

You can inspect the final output parquet files create_final_entities.parquet, create_final_relationships.parquet and create_final_community_reports.parquet to see if they are filled in and look reasonable. If you are seeing the "unable to answer question" message that most likely means the LLM was not satisfied that the reports were able to answer your question, and it filtered out all of them, and thus didn't have any reports to summarize.

The create_summarized_entities.parquet file shows that Nothing to show. Does this mean that the summarize_descriptions.txt file needs to be modified?

@yangxue-1
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There are some comments here about the technical aspects of the process: #849

You can inspect the final output parquet files create_final_entities.parquet, create_final_relationships.parquet and create_final_community_reports.parquet to see if they are filled in and look reasonable. If you are seeing the "unable to answer question" message that most likely means the LLM was not satisfied that the reports were able to answer your question, and it filtered out all of them, and thus didn't have any reports to summarize.

The description of entities in the create_final_entities.parquet file is incorrect. Some entities contain garbled characters, and some descriptions are inconsistent with the entities.

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