From b1dbad3da6dc02a14e745c4dd017e851bf001864 Mon Sep 17 00:00:00 2001
From: franrole <francois.role@finances.gouv.fr>
Date: Thu, 1 May 2025 11:38:54 +0200
Subject: [PATCH 1/3] Test external connection

---
 test_connection.txt | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 test_connection.txt

diff --git a/test_connection.txt b/test_connection.txt
new file mode 100644
index 0000000..9daeafb
--- /dev/null
+++ b/test_connection.txt
@@ -0,0 +1 @@
+test
-- 
GitLab


From 24a3f3e4d211ede512df0b81dbdf2b97aa6beba0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Fran=C3=A7ois=20Role?= <francois.role@u-paris.fr>
Date: Wed, 7 May 2025 16:21:29 +0200
Subject: [PATCH 2/3] Adding a requirements.txt file + the arXiv bibliographic
 entry

---
 README.md                  | 11 ++++++-----
 compute_all_measures.ipynb | 13 ++++++++-----
 requirements.txt           |  6 ++++++
 3 files changed, 20 insertions(+), 10 deletions(-)
 create mode 100644 requirements.txt

diff --git a/README.md b/README.md
index c0a54d5..e53bdf5 100644
--- a/README.md
+++ b/README.md
@@ -5,14 +5,15 @@ Code for the paper "Fill the Gap: Quantifying and Reducing the Modality Gap in I
 If you like our paper, please cite it:
 
 ```bibtex
-@article{ref,
+@misc{role2025gapquantifying,
       title={Fill the Gap: Quantifying and Reducing the Modality Gap in Image-Text Representation Learning}, 
-      author={François Role and Victor Amblard and Sébastien Meyer},
+      author={François Role and Sébastien Meyer and Victor Amblard},
       year={2025},
-      journal={arXiv preprint arXiv:XXXXXX},
+      eprint={2505.03703},
       archivePrefix={arXiv},
-      primaryClass={cs.LG},
-      url={https://arxiv.org/abs/XXXXXX},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2505.03703}, 
+}
 ```
 
 Also, please note that the creation of the datasets and embeddings has been facilitated through the use of the [Benchmark modèles multimodaux](https://code.peren.gouv.fr/open-source/benchmark-modeles-multimodaux) open source package).
diff --git a/compute_all_measures.ipynb b/compute_all_measures.ipynb
index b43e7f8..ff5d7be 100644
--- a/compute_all_measures.ipynb
+++ b/compute_all_measures.ipynb
@@ -26,14 +26,17 @@
    "source": [
     "## Code for reproducing the results presented in the Experiments section of the paper:\n",
     "\n",
-    "@article{ref,\n",
+    "```bibtex\n",
+    "@misc{role2025gapquantifying,\n",
     "      title={Fill the Gap: Quantifying and Reducing the Modality Gap in Image-Text Representation Learning}, \n",
-    "      author={François Role and Victor Amblard and Sébastien Meyer},\n",
+    "      author={François Role and Sébastien Meyer and Victor Amblard},\n",
     "      year={2025},\n",
-    "      journal={arXiv preprint arXiv:XXXXXX},\n",
+    "      eprint={2505.03703},\n",
     "      archivePrefix={arXiv},\n",
-    "      primaryClass={cs.LG},\n",
-    "      url={https://arxiv.org/abs/XXXXXX},"
+    "      primaryClass={cs.CV},\n",
+    "      url={https://arxiv.org/abs/2505.03703}, \n",
+    "}\n",
+    "```"
    ]
   },
   {
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..f81cc87
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,6 @@
+matplotlib
+numpy
+pandas
+pillow
+scikit-learn
+scipy
-- 
GitLab


From 9cab5cc0d86f79460e674c54f188df42e1d486f5 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Fran=C3=A7ois=20Role?= <francois.role@u-paris.fr>
Date: Wed, 7 May 2025 16:29:16 +0200
Subject: [PATCH 3/3] Deleting test_connection.txt

---
 test_connection.txt | 1 -
 1 file changed, 1 deletion(-)
 delete mode 100644 test_connection.txt

diff --git a/test_connection.txt b/test_connection.txt
deleted file mode 100644
index 9daeafb..0000000
--- a/test_connection.txt
+++ /dev/null
@@ -1 +0,0 @@
-test
-- 
GitLab