Update README.md

README.md

@@ -24,15 +24,15 @@ Benchmark
 Based on the SQuAD evaluation dataset (comprising 6000 queries distributed over 1200 contexts grouped into 35 themes), we compare the performance in terms of the average top contexter value for a query (Top-mean), the standard deviation of the average top (Top-std), and the percentage of correct queries within the top-1, top-5, and top-10. We compare the model with a TF-IDF trained on the SQuAD train sub-dataset, CamemBERT, Sentence-BERT, and finally our model. We observe these performances in both monolingual and cross-language contexts (query in French and context in English).
 
  Model (FR/FR)                                                                                        | Top-mean | Top-std | Top-1 (%) | Top-5 (%) | Top-10 (%) |
-|-----------------------------------------------------------------------------------------------------|----------|:-------:|-----------|-----------|------------|
+|----------------------------------------------------------------------------------------------------:|:--------:|:-------:|:---------:|:---------:|:----------:|
 | TF-IDF                                                                                              | 128      | 269     | 23        | 46        | 56         |
 | [CamemBERT](https://huggingface.co/camembert/camembert-base)                                        | 417      | 347     | 1         | 2         | 3          |
 | [Sentence-BERT](https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2) | 11       | 41      | 43        | 71        | 82         |
 | [Bloomz-560m-retriever](https://huggingface.co/cmarkea/bloomz-560m-retriever)                       | 10       | 47      | 51        | 78        | 86         |
 | [Bloomz-3b-retriever](https://huggingface.co/cmarkea/bloomz-3b-retriever)                           | 9        | 37      | 50        | 79        | 87         |
 
-Model (EN/FR)                                                                                         | Top-mean  | Top-std | Top-1 (%) | Top-5 (%) | Top-10 (%) |
-|-----------------------------------------------------------------------------------------------------|----------|:-------:|-----------|-----------|-------------|
+Model (EN/FR)                                                                                         | Top-mean | Top-std | Top-1 (%) | Top-5 (%) | Top-10 (%)  |
+|----------------------------------------------------------------------------------------------------:|:--------:|:-------:|:---------:|:---------:|:-----------:|
 | TF-IDF                                                                                              | 607      | 334     | 0         | 0         | 0           |
 | [CamemBERT](https://huggingface.co/camembert/camembert-base)                                        | 432      | 345     | 0         | 1         | 1           |
 | [Sentence-BERT](https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2) | 12       | 47      | 44        | 73        | 83          |