diff --git a/py_css/models/base.py b/py_css/models/base.py
index fdc2273..06ff8a1 100644
--- a/py_css/models/base.py
+++ b/py_css/models/base.py
@@ -211,12 +211,19 @@ def gen_context_docs(context: Context) -> Generator[Document, None, None]:
 
         # if in df there are multiple rows that have the same qid and docno, keep the one with the highest score. For the ones removed, add a row each with the EMPTY_PLACEHOLDER_DOC
         rank_size_per_qid: int = df.groupby("qid").size().max()
+        print(f"Rank size per qid: {rank_size_per_qid}")
         df = df.sort_values(["qid", "docno", "score"], ascending=[True, True, False])
+        total_size = df.shape[0]
         df = df.drop_duplicates(subset=["qid", "docno"], keep="first")
+        dropped_any: bool = total_size != df.shape[0]
+        print(f"Dropped any: {dropped_any}")
         df = df.reset_index(drop=True)
         df = self.pad_empty_documents(
             df, df["qid"].unique(), rank_size_per_qid, df[["qid", "query"]]
         )
+        print(f"Number of max rank size per qid: {df.groupby('qid').size().max()}")
+        df = df.reset_index(drop=True)
+        df = df.sort_values(["qid", "rank"], ascending=[True, True])
 
         for query, context in context_list:
             # check if there is a row in the df with "qid" == query.query_id, where "docno" == EMPTY_PLACEHOLDER_DOC.docno
diff --git a/py_css/models/baseline.py b/py_css/models/baseline.py
index a536fd6..1125a6e 100644
--- a/py_css/models/baseline.py
+++ b/py_css/models/baseline.py
@@ -48,6 +48,7 @@ def __init__(
         bm25 = pt.BatchRetrieve(index, wmodel="BM25", metadata=["docno", "text"])
         self.top_docs = ((bm25 % bm25_docs).compile(), bm25_docs)
         self.mono_t5 = (MonoT5ReRanker(batch_size=BATCH_SIZE), mono_t5_docs)
+        # self.mono_t5 = (MonoT5ReRanker(batch_size=BATCH_SIZE, model="castorini/monot5-large-msmarco"), mono_t5_docs)
         self.duo_t5 = (DuoT5ReRanker(batch_size=BATCH_SIZE), duo_t5_docs)
 
     def transform_input(
diff --git a/py_css/models/baseline_prf.py b/py_css/models/baseline_prf.py
index f8876ff..5a9990b 100644
--- a/py_css/models/baseline_prf.py
+++ b/py_css/models/baseline_prf.py
@@ -55,6 +55,7 @@ def __init__(
         rm3 = pt.rewrite.RM3(index, fb_docs=rm3_fb_docs, fb_terms=rm3_fb_terms)
         self.top_docs = ((bm25 >> rm3 >> bm25) % bm25_docs, bm25_docs)
         self.mono_t5 = (MonoT5ReRanker(batch_size=BATCH_SIZE), mono_t5_docs)
+        # self.mono_t5 = (MonoT5ReRanker(batch_size=BATCH_SIZE, model="castorini/monot5-large-msmarco"), mono_t5_docs)
         self.duo_t5 = (DuoT5ReRanker(batch_size=BATCH_SIZE), duo_t5_docs)
 
     def transform_input(