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DelaramRajaei authored Jul 30, 2024
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Expand Up @@ -17,9 +17,23 @@ These methods are crucial for generating gold-standard datasets for training sup
In contrast, [Local](#Local) refiners take into account terms from the top-k retrieved documents obtained through an initial information retrieval process, such as _bm25_ or _qld_.
The local approaches allow for the addition of similar or related terms to the original query, thereby enhancing the relevance and accuracy of the refined queries.

Here is the list of refiners:
| **Expander** | **Category** | **Analyze type** |
|--- |:---: |:---: |
| [backtranslation](#backtranslation) | Machine_Translation | Global |
| [tagmee](#tagmee) | Wikipedia | Global |
| [stemmers](#stemmers) | Stemming_Analysis | Global |
| [semantic](#semantic-refiners) | Semantic_Analysis | Global |
| [sensedisambiguation](#sense-disambiguation) | Semantic_Analysis | Global |
| [embedding-based](#embedding-based-methods) | Semantic_Analysis | Global |
| [anchor](#anchor) | Anchor_Text | Global |
| [wiki](#wiki) | Wikipedia | Global |
| [relevance-feedback](#relevance-feedback) | Top_Documents | Local |
| [bertqe](#bertqe) | Top_Documents | Local |

# Global

## Backtranslation
## backtranslation
Back translation, also known as reverse translation or dual translation, involves translating content, whether it is a query or paragraph, from one language to another and retranslating it to the original language. This method provides several options for the owner to make a decision that makes the most sense based on the task at hand.
For additional details, please refer to this [document](./misc/Backtranslation.pdf).

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