add mms citation, remove description placeholders

MMS_Benchmark.py

@@ -20,9 +20,6 @@ TITLE = "F1 Macro scores"
 st.set_page_config(page_title=TITLE, page_icon="📈")
 
 st.markdown(f"# {TITLE}")
-st.write(
-    """TODO: Description"""
-)
 
 df_linear = get_results("linear")
 df_linear["Experiment"] = "Linear Head"

pages/1_Language_Statistics.py

@@ -12,9 +12,6 @@ def get_language_stats_df():
 st.set_page_config(page_title="Language Statistics", page_icon="📈")
 
 st.markdown("# Language Statistics")
-st.write(
-    """TODO: Description"""
-)
 
 df = get_language_stats_df()
 

pages/2_Dataset_Statistics.py

@@ -11,8 +11,14 @@ def export_citations(df: pd.DataFrame) -> str:
     return "\n\n".join(df["citation"].tolist())
 
 _MMS_CITATION = """\
-#TODO: Add MMS citation
-"""
+@misc{augustyniak2023massively,
+      title={Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark}, 
+      author={Łukasz Augustyniak and Szymon Woźniak and Marcin Gruza and Piotr Gramacki and Krzysztof Rajda and Mikołaj Morzy and Tomasz Kajdanowicz},
+      year={2023},
+      eprint={2306.07902},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}"""
 
 CITATION_SEPARATOR = "\n% " + ("-" * 90) + "\n"
 
@@ -30,9 +36,6 @@ def export_citations(df: pd.DataFrame):
 st.set_page_config(page_title="Dataset statistics", page_icon="📈")
 
 st.markdown("# Dataset statistics")
-st.write(
-    """TODO: Description"""
-)
 
 df = get_language_stats_df()
 

pages/3_Language_Typology.py

@@ -14,9 +14,6 @@ def get_typology_df():
 st.set_page_config(page_title="Language Typology", page_icon="📈")
 
 st.markdown("# Language Typology")
-st.write(
-    """TODO: Description"""
-)
 
 df = get_typology_df()
 

pages/4_Domain_Transfer.py

@@ -14,9 +14,6 @@ TITLE = "Cross-domain Transfer"
 st.set_page_config(page_title=TITLE, page_icon="📈")
 
 st.markdown(f"# {TITLE}")
-st.write(
-    """TODO: Description"""
-)
 
 df = get_domain_transfer_data()