Merge branch 'main' of https://huggingface.co/yazge/turkish-colbert-onnx

README.md

@@ -1,23 +1,28 @@
 ---
 tags:
-- Turkish
-- turkish
-- passage-retrieval
+  - Turkish
+  - turkish
+  - passage-retrieval
 license: mit
 language:
-- tr
+  - tr
 base_model: ytu-ce-cosmos/turkish-base-bert-uncased
 ---
+
 # Turkish-ColBERT
+
 This is a Turkish passage retrieval model based on the [ColBERT](https://doi.org/10.48550/arXiv.2112.01488) architecture.
 
 The [Cosmos Turkish Base BERT](https://huggingface.co/ytu-ce-cosmos/turkish-base-bert-uncased) model was fine-tuned on 500k triplets (query, positive passage, negative passage) from a Turkish-translated version of the [MS MARCO dataset](https://huggingface.co/datasets/parsak/msmarco-tr).
 
 #### ⚠ Uncased use requires manual lowercase conversion
-Convert your text to lower case as follows: 
+
+Convert your text to lower case as follows:
+
 ```python
 text.replace("I", "ı").lower()
 ```
+
 This is due to a [known issue](https://github.com/huggingface/transformers/issues/6680) with the tokenizer.
 
 ## Example Usage
@@ -51,16 +56,19 @@ print(results[0]['content']) # "marie curie, radyoaktivite üzerine yaptığı
 ```
 
 # Evaluation
-| Dataset     | R@1          | R@5          | R@10         | MRR@10        |
-|-------------|--------------|--------------|--------------|---------------|
-| [Scifact-tr](https://huggingface.co/datasets/AbdulkaderSaoud/scifact-tr)        | 48.38          | 67.85         | 75.52         | 56.88          |
-| [WikiRAG-TR](https://huggingface.co/datasets/Metin/WikiRAG-TR)                  | 31.21         | 75.63          | 79.63          | 49.08         |
+
+| Dataset                                                                  | R@1   | R@5   | R@10  | MRR@10 |
+| ------------------------------------------------------------------------ | ----- | ----- | ----- | ------ |
+| [Scifact-tr](https://huggingface.co/datasets/AbdulkaderSaoud/scifact-tr) | 48.38 | 67.85 | 75.52 | 56.88  |
+| [WikiRAG-TR](https://huggingface.co/datasets/Metin/WikiRAG-TR)           | 31.21 | 75.63 | 79.63 | 49.08  |
 
 # Acknowledgments
+
 - Research supported with Cloud TPUs from [Google's TensorFlow Research Cloud](https://sites.research.google/trc/about/) (TFRC). Thanks for providing access to the TFRC ❤️
 - Thanks to the generous support from the Hugging Face team, it is possible to download models from their S3 storage 🤗
 
 # Citations
+
 ```bibtex
 @article{kesgin2023developing,
   title={Developing and Evaluating Tiny to Medium-Sized Turkish BERT Models},
@@ -70,7 +78,9 @@ print(results[0]['content']) # "marie curie, radyoaktivite üzerine yaptığı
 }
 ```
 
-### Contact 
-COSMOS AI Research Group, Yildiz Technical University Computer Engineering Department   <br>
+### Contact
+
+COSMOS AI Research Group, Yildiz Technical University Computer Engineering Department <br>
 https://cosmos.yildiz.edu.tr/ <br>
-cosmos@yildiz.edu.tr <br>
+cosmos@yildiz.edu.tr <br>
+