Merge pull request #8 from MIR-MU/developer

Implement the MUNI/33/0769/2022 R&D project

README.md

@@ -10,7 +10,7 @@
  [dockerhub]: https://hub.docker.com/repository/docker/miratmu/pv211-utils
 
 This is a Python library that provides an object-oriented interface for
-Cranfield, TREC 6–8, and ARQMath collections. The library also provides an
+Cranfield, TREC 6–8, ARQMath, and Beir collections. The library also provides an
 object-oriented interface for building and evaluating information retrieval
 search engines for these collections as a part of the [PV211: Introduction to
 Information Retrieval][pv211] course taught at [the Faculty of Informatics,
@@ -21,22 +21,28 @@ Masaryk University, Brno, Czech Republic][fimu].
 
 Here are some examples of how you can use the PV211 Utils library:
 
-- First Term Project: Cranfield Collection (20.75% MAP score)
+- First Term Project: Cranfield Collection (23.24% MAP score)
   [![Open in Colab][colab-badge]][cranfield]
   [![Open in Jupyter Hub][jupyter-badge]][jupyter]
 
-- Second Term Project: TREC Collection (10.37% MAP score)
-  [![Open in Colab][colab-badge]][trec]
+- Second Term Project: Beir CQADupStack Collection (21.96% MAP score)
+  [![Open in Colab][colab-badge]][beir]
   [![Open in Jupyter Hub][jupyter-badge]][jupyter]
 
-- Alternative Second Term Project: ARQMath Collection (0.71% MAP score)
+- Alternative Second Term Project: ARQMath Collection (6.62% MAP score)
   [![Open in Colab][colab-badge]][arqmath]
   [![Open in Jupyter Hub][jupyter-badge]][jupyter]
 
+- Pre-2023 Second Term Project: TREC Collection (43.06% MAP score)
+  [![Open in Colab][colab-badge]][trec]
+  [![Open in Jupyter Hub][jupyter-badge]][jupyter]
+
+
  [colab-badge]: https://colab.research.google.com/assets/colab-badge.svg
  [jupyter-badge]: https://github.com/MIR-MU/pv211-utils/raw/main/jupyterhub-badge.svg
 
  [jupyter]: https://iirhub.cloud.e-infra.cz/
  [cranfield]: https://colab.research.google.com/github/MIR-MU/pv211-utils/blob/main/notebooks/cranfield.ipynb
  [trec]: https://colab.research.google.com/github/MIR-MU/pv211-utils/blob/main/notebooks/trec.ipynb
  [arqmath]: https://colab.research.google.com/github/MIR-MU/pv211-utils/blob/main/notebooks/arqmath.ipynb
+ [beir]: https://colab.research.google.com/github/MIR-MU/pv211-utils/blob/main/notebooks/beir_cqadupstack.ipynb