diff --git a/big_vision/configs/proj/image_text/SigLIP_demo.ipynb b/big_vision/configs/proj/image_text/SigLIP_demo.ipynb
index 120f447..6f0b15e 100644
--- a/big_vision/configs/proj/image_text/SigLIP_demo.ipynb
+++ b/big_vision/configs/proj/image_text/SigLIP_demo.ipynb
@@ -154,6 +154,7 @@
         "# VARIANT, RES = 'So400m/14', 224\n",
         "# VARIANT, RES = 'So400m/14', 384\n",
         "# VARIANT, RES = 'B/16-i18n', 256\n",
+        "# VARIANT, RES = 'So400m/16-i18n', 256\n",
         "\n",
         "CKPT, TXTVARIANT, EMBDIM, SEQLEN, VOCAB = {\n",
         "    ('B/16', 224): ('webli_en_b16_224_63724782.npz', 'B', 768, 64, 32_000),\n",
@@ -165,7 +166,7 @@
         "    ('So400m/14', 224): ('webli_en_so400m_224_57633886.npz', 'So400m', 1152, 16, 32_000),\n",
         "    ('So400m/14', 384): ('webli_en_so400m_384_58765454.npz', 'So400m', 1152, 64, 32_000),\n",
         "    ('B/16-i18n', 256): ('webli_i18n_b16_256_66117334.npz', 'B', 768, 64, 250_000),\n",
-        "    ('So400m/16', 256): ('webli_i18n_so400m_16_256_78061115.npz', 'So400m', 1152, 64, 250_000),\n",
+        "    ('So400m/16-i18n', 256): ('webli_i18n_so400m_16_256_78061115.npz', 'So400m', None, 64, 250_000),\n",
         "}[VARIANT, RES]\n",
         "\n",
         "# It is significantly faster to first copy the checkpoint (30s vs 8m30 for B and 1m vs ??? for L)\n",
@@ -695,7 +696,7 @@
         "!wget -q 'https://images.rawpixel.com/image_1300/cHJpdmF0ZS9sci9pbWFnZXMvd2Vic2l0ZS8yMDIzLTA5L3Jhd3BpeGVsX29mZmljZV8yN19taW5pbWFsX3NpbXBsZV9fbGlvbl9fcGFwZXJfY29sbGFnZV9taW5pbWFsX183OGRlOGU3OS02ZTE3LTQ2YzAtYTUyOS02ZDAxM2YzNDg0OWVfMi5qcGc.jpg' -O lion_head_red.jpg\n",
         "!wget -q https://live.staticflickr.com/232/551040940_87299a85ec_h.jpg -O meat_ball.jpg\n",
         "!wget -q https://storage.googleapis.com/big_vision/siglip/squirrel_fish.jpg -O squirrel_fish.jpg\n",
-        "!wget -q 'https://ideogram.ai/api/images/direct/F3lMxBprSk6ligq5Vy3XSw' -O squirrel_fish2.jpg\n",
+        "# !wget -q 'https://ideogram.ai/api/images/direct/F3lMxBprSk6ligq5Vy3XSw' -O squirrel_fish2.jpg  # Seems like ideogram now forbits (403) direct downloads?\n",
         "!wget -q 'https://pbs.twimg.com/media/FTyEyxyXsAAyKPc?format=jpg&name=small' -O cow_beach.jpg\n",
         "!wget -q 'https://storage.googleapis.com/big_vision/siglip/cow_beach2.jpg' -O cow_beach2.jpg\n",
         "\n",
@@ -708,7 +709,7 @@
         "    'lion_head_red.jpg',\n",
         "    'fried_fish.jpeg',\n",
         "    'squirrel_fish.jpg',\n",
-        "    'squirrel_fish2.jpg',\n",
+        "    # 'squirrel_fish2.jpg',\n",
         "    'cow_beach.jpg',\n",
         "    'cow_beach2.jpg',\n",
         "]]\n",