Update README.md

README.md

@@ -1909,20 +1909,20 @@ The WebFAQ collection further includes:
 | rus (Russian)  | 3.8  | tur (Turkish)  | 1.5  |
 | nld (Dutch)    | 2.8  | Other          | 13.0 |
 
-**Note**: Languages are specified through their corresponding ISO 639-3 code (e.g., "eng", "deu", "fra").
+> **Note**: Languages are specified through their corresponding ISO 639-3 code (e.g., "eng", "deu", "fra").
 
 ### Topics
 
 |                  | Topic                                                | %    |
 |------------------|------------------------------------------------------|------|
-| \faPlane         | Traveling and Hospitality                            | 34.1 |
-| \faShoppingCart  | Products and Commercial Services                     | 19.8 |
-| \faHeartbeat     | Healthcare Services, Wellness, and Lifestyle         | 13.0 |
-| \faMusic         | Entertainment, Recreation, and Leisure               | 9.7  |
-| \faGraduationCap | Employment, Education, and Training                  | 9.5  |
-| \faBank          | Banking, Financial Services, and Insurance           | 6.0  |
-| \faGavel         | Legal Services, Regulations, and Government          | 4.0  |
-| \faInfoCircle    | General Information and Other                        | 3.9  |
+| ✈️               | Traveling and Hospitality                            | 34.1 |
+| 🛒               | Products and Commercial Services                     | 19.8 |
+| ❤️               | Healthcare Services, Wellness, and Lifestyle         | 13.0 |
+| 🎵               | Entertainment, Recreation, and Leisure               | 9.7  |
+| 🎓               | Employment, Education, and Training                  | 9.5  |
+| 🏦               | Banking, Financial Services, and Insurance           | 6.0  |
+| ⚖️               | Legal Services, Regulations, and Government          | 4.0  |
+| ℹ️               | General Information and Other                        | 3.9  |
 
 ### Question Types
 
@@ -1951,7 +1951,7 @@ The raw Q&A dataset is offered in 75 language-specific subsets with one default
 - *Optionally:* **`topic`**: One of eight broad categories (e.g., “Traveling and Hospitality”).  
 - *Optionally:* **`question_type`**: (What, Who, How, Why, When, Where, etc.).
 
-**Note**: The Q&A dataset does not include an official train/validation/test split. If you require such splits (e.g., for training models), you can create them programmatically or consider using the separate [WebFAQ retrieval dataset splits](#overview). Furthermore, the language is not given as a field in the dataset, as it is specified through the selected subset. The topic and question type are optional fields that are only present in the 49 language subsets with ≥100 websites.  
+> **Note**: The Q&A dataset does not include an official train/validation/test split. If you require such splits (e.g., for training models), you can create them programmatically or consider using the separate [WebFAQ retrieval dataset splits](#overview). Furthermore, the language is not given as a field in the dataset, as it is specified through the selected subset. The topic and question type are optional fields that are only present in the 49 language subsets with ≥100 websites.  
 
 ## Examples
 
@@ -2003,7 +2003,7 @@ Please note the following considerations when using the WebFAQ Q&A dataset:
 
 The WebFAQ Q&A dataset is shared under [**Creative Commons Attribution 4.0 (CC BY 4.0)**](https://creativecommons.org/licenses/by/4.0/) license.  
 
-**Note**: The dataset is derived from public webpages in Common Crawl snapshots (2022–2024) and intended for **research purposes**. Each FAQ’s text is published by the original website under their terms. Downstream users should verify any usage constraints from the **original websites** as well as [Common Crawl’s Terms of Use](https://commoncrawl.org/terms-of-use/).  
+> **Note**: The dataset is derived from public webpages in Common Crawl snapshots (2022–2024) and intended for **research purposes**. Each FAQ’s text is published by the original website under their terms. Downstream users should verify any usage constraints from the **original websites** as well as [Common Crawl’s Terms of Use](https://commoncrawl.org/terms-of-use/).  
 
 ## Citation
 
@@ -2025,7 +2025,7 @@ TBD
 
 ## Acknowledgement
 
-TBD
+We thank the Common Crawl and Web Data Commons teams for providing the underlying data, and all contributors who helped shape the WebFAQ project.
 
 ### Thank you