Merge branch 'main' into dynamic_keynmf

x-tabdeveloping · Jun 9, 2024 · 0226673 · 0226673
2 parents eea1428 + 0ec180e
commit 0226673
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diff --git a/README.md b/README.md
@@ -12,8 +12,7 @@
  - Make the models' API streamlined and compatible with topicwizard and scikit-learn.
  - Develop smarter, transformer-based evaluation metrics.
 
-!!!This package is still a prototype, and no papers are published about the models. Until these are out, and most features are implemented
-I DO NOT recommend using this package for production and academic use!!!
+**Note**: This package is still work in progress and scientific papers on some of the novel methods (e.g., decomposition-based methods) are currently undergoing peer-review. If you use this package and you encounter any problem, let us know by opening relevant issues.
 
 ## Roadmap
  - [x] Model Implementation

diff --git a/turftopic/base.py b/turftopic/base.py
@@ -217,6 +217,7 @@ def _representative_docs(
             lowest = lowest[
                 np.argsort(document_topic_matrix[lowest, topic_id])
             ]
+            lowest = lowest[::-1]
             scores = document_topic_matrix[lowest, topic_id]
             for document_id, score in zip(lowest, scores):
                 doc = raw_documents[document_id]