Repository: KnowledgeCaptureAndDiscovery/somef (language: python)

Issue:
Add retrained models for ROLF with scikit-learn 1.3.2
Retrained the models with scikit-learn 1.3.2 and replaced the filed with the models trained with the new version. 

Requires scikit-learn 1.3.2
ignore files under "test" folders
Usually these don't bring up interesting results. We can filter out by default, but this should be a flag.


Discussion / hints:

Fix patch:
diff --git a/.readthedocs.yml b/.readthedocs.yml
index b6cb68e8..0094a211 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -10,6 +10,10 @@ formats: all
 
 # Optionally set the version of Python and requirements required to build your docs
 python:
-  version: 3.7
   install:
     - requirements: docs/requirements.txt
+
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.7"
diff --git a/README.md b/README.md
index df8f5c18..f634a1d1 100644
--- a/README.md
+++ b/README.md
@@ -76,7 +76,7 @@ Journal publication (preferred):
     month = {11},
     issn = {2641-3337},
     doi = {10.1162/qss_a_00167},
-    url = {https://doi.org/10.1162/qss\_a\_00167},
+    url = {https://doi.org/10.1162/qss_a_00167},
     eprint = {https://direct.mit.edu/qss/article-pdf/doi/10.1162/qss\_a\_00167/1971225/qss\_a\_00167.pdf},
 }
 ```
diff --git a/src/somef/rolf/models/audio.sav b/src/somef/rolf/models/audio.sav
index d6a5d481..173a1647 100644
Binary files a/src/somef/rolf/models/audio.sav and b/src/somef/rolf/models/audio.sav differ
diff --git a/src/somef/rolf/models/computer_vision.sav b/src/somef/rolf/models/computer_vision.sav
index aa8e48c5..e4dc49a3 100644
Binary files a/src/somef/rolf/models/computer_vision.sav and b/src/somef/rolf/models/computer_vision.sav differ
diff --git a/src/somef/rolf/models/graphs.sav b/src/somef/rolf/models/graphs.sav
index 0d67550c..de204cf5 100644
Binary files a/src/somef/rolf/models/graphs.sav and b/src/somef/rolf/models/graphs.sav differ
diff --git a/src/somef/rolf/models/natural_language_processing.sav b/src/somef/rolf/models/natural_language_processing.sav
index 6061c481..a5c974ba 100644
Binary files a/src/somef/rolf/models/natural_language_processing.sav and b/src/somef/rolf/models/natural_language_processing.sav differ
diff --git a/src/somef/rolf/models/reinforcement_learning.sav b/src/somef/rolf/models/reinforcement_learning.sav
index 40e66a4f..979ac1d3 100644
Binary files a/src/somef/rolf/models/reinforcement_learning.sav and b/src/somef/rolf/models/reinforcement_learning.sav differ
diff --git a/src/somef/rolf/models/semantic_web.sav b/src/somef/rolf/models/semantic_web.sav
index ceae0f76..04aff491 100644
Binary files a/src/somef/rolf/models/semantic_web.sav and b/src/somef/rolf/models/semantic_web.sav differ


Test patch:
diff --git a/src/somef/rolf/models_test/rationale.md b/src/somef/rolf/models_test/rationale.md
index bc96b495..2471c668 100644
--- a/src/somef/rolf/models_test/rationale.md
+++ b/src/somef/rolf/models_test/rationale.md
@@ -1,5 +1,5 @@
 This folder has models that are in testing process.
 
-The astrophysics domain produces nice results, but it needs revision with negative samples.
+The astrophysics domain produces nice results, but it needs revision with negative samples. This model was train with scikit-learn 1.2.0.
 
-The sequential domain has too few labels, hence producing results that can be improved
\ No newline at end of file
+The sequential domain has too few labels, hence producing results that can be improved
diff --git a/src/somef/rolf/models_test/sequential.sav b/src/somef/rolf/models_test/sequential.sav
index f6673f3e..742173ac 100644
Binary files a/src/somef/rolf/models_test/sequential.sav and b/src/somef/rolf/models_test/sequential.sav differ