Add the conference paper.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

tools/README.rst

@@ -73,6 +73,18 @@ tally-codings
 Settle the coding step by a majority of the three coding runs' archives, and write the final coding table, naming every song by its title and stored artist credit from the working store.  Check ``pop-fem-audit-tools tally-codings -h`` for complete instructions on its usage.
 
 
+tally-groups
+------------
+
+Settle the semantic code groups by a majority of the three group-selection runs' archives, and write the final group table, dropping any keyword outside the settled vocabulary.  Check ``pop-fem-audit-tools tally-groups -h`` for complete instructions on its usage.
+
+
+tally-annotations
+-----------------
+
+Settle the pattern annotations by a majority of the three annotation runs' archives.  It extracts the patterns from the group synthesis archives, checks every ballot against the patterns applicable to that song's performer gender, and writes the settled pattern table and the settled song-by-pattern table.  Check ``pop-fem-audit-tools tally-annotations -h`` for complete instructions on its usage.
+
+
 Copyright
 =========
 

tools/docs/source/pop_fem_audit_tools.commands.rst

@@ -52,6 +52,14 @@ pop\_fem\_audit\_tools.commands.run\_llm module
    :show-inheritance:
    :undoc-members:
 
+pop\_fem\_audit\_tools.commands.tally\_annotations module
+---------------------------------------------------------
+
+.. automodule:: pop_fem_audit_tools.commands.tally_annotations
+   :members:
+   :show-inheritance:
+   :undoc-members:
+
 pop\_fem\_audit\_tools.commands.tally\_codings module
 -----------------------------------------------------
 
@@ -60,6 +68,14 @@ pop\_fem\_audit\_tools.commands.tally\_codings module
    :show-inheritance:
    :undoc-members:
 
+pop\_fem\_audit\_tools.commands.tally\_groups module
+----------------------------------------------------
+
+.. automodule:: pop_fem_audit_tools.commands.tally_groups
+   :members:
+   :show-inheritance:
+   :undoc-members:
+
 Module contents
 ---------------