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README.md

@@ -13,7 +13,7 @@ license: apache-2.0
 \n# 🏆 Swahili Text Embeddings Leaderboard (STEL)
 
 <p align="center">
-    <img src="files/STEL.jpg" alt="STEL" width="300" height="auto">
+    <img src="files/STEL.gif" alt="STEL" width="300" height="auto">
 </p>
 
 
@@ -41,7 +41,7 @@ Explore our interactive dashboards:
 | [MultiLinguSwahili-bert-base-sw-cased-nli-matryoshka](https://huggingface.co/sartifyllc/MultiLinguSwahili-bert-base-sw-cased-nli-matryoshka)     | sartifyllc     | Yes     | bert-base-sw-cased        | Yes          | 768         |   42.2575 |                   35.4278 |                       82.2461 |                     64.8529 |                       46.1332 |                         50.5649 |                     57.041  |            5.16086  |                    37.6302 |                   19.7916  | 68.5115 |            22.57  |            17.16  |
 | [MultiLinguSwahili-mxbai-embed-large-v1-nli-matryoshka](https://huggingface.co/sartifyllc/MultiLinguSwahili-mxbai-embed-large-v1-nli-matryoshka) | sartifyllc     | Yes     | mxbai-embed-large-v1      | Yes          | 768         |   40.0694 |                   36.7914 |                       81.9434 |                     54.2647 |                       46.7182 |                         51.2206 |                     57.2949 |            5.4534   |                    34.5571 |                    9.27166 | 70.311  |            21.831 |            11.176 |
 | [mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1)                                                                | mixedbread-ai  | Yes     | mxbai-embed-large-v1      | N/A          | N/A         |   39.6734 |                   35.0802 |                       83.4229 |                     57.416  |                       43.8635 |                         47.1923 |                     54.4678 |            5.87399  |                    27.5669 |                   21.1763  | 56.0497 |            23.742 |            20.229 |
-| [bert-base-uncased-swahili](https://huggingface.co/flax-community/bert-base-uncased-swahili)                                                     | flax-community | Yes     | bert-base-uncased-swahili | N/A          | N/A         |   37.8727 |                   41.123  |                       80.8838 |                     66.0714 |                       48.302  |                         51.9334 |                     64.2236 |            0.400601 |                    18.6071 |                    2.04101 | 58.9762 |            13.807 |             8.103 |
+| [bert-base-uncased-swahili](https://huggingface.co/flax-community/bert-base-uncased-swahili)                                                     | flax-community | Yes     | bert-base-uncased-swahili | N/A          |             |   37.8727 |                   41.123  |                       80.8838 |                     66.0714 |                       48.302  |                         51.9334 |                     64.2236 |            0.400601 |                    18.6071 |                    2.04101 | 58.9762 |            13.807 |             8.103 |
 | [MultiLinguSwahili-bge-small-en-v1.5-nli-matryoshka](https://huggingface.co/sartifyllc/MultiLinguSwahili-serengeti-E250-nli-matryoshka)          | sartifyllc     | Yes     | bge-small-en-v1.5         | Yes          | 256         |   36.3029 |                   35.107  |                       67.3486 |                     54.1597 |                       38.0027 |                         46.8393 |                     51.2305 |            5.01061  |                    21.7986 |                   17.8461  | 62.3059 |            21.521 |            14.465 |
 | [bert-base-sw-cased](https://huggingface.co/Geotrend/bert-base-sw-cased)                                                                         | Geotrend       | Yes     | bert-base-sw-cased        | N/A          | N/A         |   33.6552 |                   35.3342 |                       84.3066 |                     62.3109 |                       36.3685 |                         38.7996 |                     57.9199 |            0.396624 |                    12.9566 |                    6.77267 | 55.6602 |            10.077 |             2.959 |
 | [UBC-NLPserengeti-E250](https://huggingface.co/UBC-NLP/serengeti-E250)                                                                           | UCB            | Yes     | UBC-NLPserengeti-E250     | N/A          | N/A         |   33.581  |                   44.0374 |                       84.3848 |                     42.1008 |                       37.1957 |                         38.2414 |                     58.1592 |           12.7676   |                    15.7357 |                   14.7948  | 53.3967 |             2.041 |             0.117 |
@@ -53,8 +53,9 @@ pip install sentence-transformers
 import mteb
 from sentence_transformers import SentenceTransformer
 
-models = ["sartifyllc/MultiLinguSwahili-bert-base-sw-cased-nli-matryoshka"]
-
+model_name = "MultiLinguSwahili-serengeti-E250-nli-matryoshka"	
+publisher = "sartifyllc"
+models = ["sartifyllc/MultiLinguSwahili-bert-base-sw-cased-nli-matryoshka", f"{publisher}/{model_name}"]
 
 for model_name in models:
     truncate_dim = 768