diff --git a/src/index.md b/src/index.md
index 7835f8db..fbdfbfa9 100644
--- a/src/index.md
+++ b/src/index.md
@@ -725,6 +725,8 @@ complexity of the model.
 Testing their model on the RWTH-PHOENIX-Weather-2014T [@cihan2018neural], 
 they demonstrated that injecting this additional information results in better translation quality. 
 
+@miyazaki-etal-2024-sign propose Gloss Pair Encoding (GPE), a BPE-inspired tokenization that merges frequent gloss pairs into single tokens to better match granularity between spoken and signed languages, and show that combining GPE-augmented data with the original training data improves text-to-gloss translation on a Japanese-JSL corpus.
+
 ---
 
 #### Video-to-Text
diff --git a/src/references.bib b/src/references.bib
index 5d2b8280..15f60c06 100644
--- a/src/references.bib
+++ b/src/references.bib
@@ -4554,6 +4554,14 @@ @inproceedings{roh-etal-2024-preprocessing
       Hwang, Eui Jun  and
       Cho, Sukmin  and
       Park, Jong C.",
+}
+
+@inproceedings{miyazaki-etal-2024-sign,
+    title = "Sign Language Translation with Gloss Pair Encoding",
+    author = "Miyazaki, Taro  and
+      Tan, Sihan  and
+      Uchida, Tsubasa  and
+      Kaneko, Hiroyuki",
     editor = "Efthimiou, Eleni  and
       Fotinea, Stavroula-Evita  and
       Hanke, Thomas  and
@@ -4572,3 +4580,7 @@ @inproceedings{roh-etal-2024-preprocessing
     url = "https://aclanthology.org/2024.signlang-1.36/",
     pages = "323--334"
 }
+
+    url = "https://aclanthology.org/2024.signlang-1.29/",
+    pages = "262--268"
+}