Update README.md

README.md

@@ -52,7 +52,8 @@ The **MQA component** consists of **six JSONL files**, each corresponding to a d
 | `wit_mqa.jsonl`     | Wit-MQA+ multimodal QA pairs  | 600 |
 | `wiki_mqa.jsonl`    | Wiki-MQA+ multimodal QA pairs | 500 |
 | `web_mqa.jsonl`     | Web-MQA+ multimodal QA pairs | 750 |
-| `arxiv_mqa.jsonl`   | Arxiv-MQA+ QA pairs | 200 |
+| `arxiv_mqa.jsonl`
+   | Arxiv-MQA+ QA pairs | 200 |
 | `recipe_mqa.jsonl`  | Recipe-MQA+ QA pairs | 2360 |
 | `manual_mqa.jsonl`  | Manual-MQA+ QA pairs | 390 |
 
@@ -178,17 +179,15 @@ We use the following _statistical-based metrics_:
     \]](https://cdn-uploads.huggingface.co/production/uploads/67571051d39ac252085797ca/KF53yea-wyQe9Av2Zn0-q.png)
 
     - Ensures a score of 0 when no correct images are present.
-    - \( \frac{|A \cap B|}{n} \): Normalization factor.
+    - ![\( \frac{|A \cap B|}{n} \)](https://cdn-uploads.huggingface.co/production/uploads/67571051d39ac252085797ca/7UNrK0xCkfkY-igRp44xb.png): Normalization factor.
 
   - **Details**:
     - Here, dist(A, B) represents the weighted edit distance between string A and string B , i.e., the minimum total cost to transform string B into string A through the following three operations:
    
-      - **String Insertion**: If B is missing certain images, insert an image from A into a specific position in B
-. The operation cost is p_1.
+      - **String Insertion**: If B is missing certain images, insert an image from A into a specific position in B. The operation cost is p_1.
 
       - **String Deletion**: If B contains extra irrelevant images, delete them. The operation cost is p_2.
      
-      - 
       - **String Substitution**: If the positions of images in B do not match A, substitute the image in B with the corresponding image from A. The operation cost is p_3.
      
     - The weights generally satisfy p_1 > p_2 > p_3, and p >= p_1 ensures the final score falls within the range \[0, 1\].