paraphrasing
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paraphrasing is Use paraphrasing techniques to generate new variations of queries.
Mostly:rdf:type(3), is type of(2), is part of(1)
Maturity scale
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containsContains(1)
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ex:numbered-list
hasSubTechniqueHas Sub Technique(1)
- Data Augmentation
ex:data-augmentation
includesTechniqueIncludes Technique(1)
- Data Augmentation
ex:data-augmentation
mentionsTechniqueMentions Technique(1)
- Data Augmentation
ex:data-augmentation
usesTechniqueUses Technique(1)
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Other facts (11)
The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.
| Predicate | Value | Ref |
|---|---|---|
| Rdf:type | Technique | [1] |
| Rdf:type | Augmentation Technique | [2] |
| Rdf:type | Data Augmentation Technique | [3] |
| Is Type of | Data Augmentation Technique | [1] |
| Is Type of | Augmentation Method | [2] |
| Is Part of | Data Augmentation | [1] |
| Synonym of | Text Rewriting | [1] |
| Involves | Text Modification | [1] |
| Description | Use paraphrasing techniques to generate new variations of queries | [3] |
| Technique | paraphrasing techniques | [3] |
| Purpose | generate new variations of queries | [3] |
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References (3)
ctx:claims/beam/a6561941-c8cb-43cc-816b-d2538bce7ce6- full textbeam-chunktext/plain1 KB
doc:beam/a6561941-c8cb-43cc-816b-d2538bce7ce6Show excerpt
reformulator = QueryReformulator('t5-base') query = 'What is the meaning of life?' reformulated_query = reformulator.reformulate(query) print(reformulated_query) ``` ### 3. Data Augmentation If you have a limited amount of labeled data, co…
ctx:claims/beam/625b0a67-3f2e-4325-bc2d-f02720f7b57d- full textbeam-chunktext/plain1 KB
doc:beam/625b0a67-3f2e-4325-bc2d-f02720f7b57dShow excerpt
outputs = model.generate(**inputs) # Return the reformulated query return tokenizer.decode(outputs[0], skip_special_tokens=True) # Test the reformulate_query function query = "What is the meaning of life?" reformulated_que…
ctx:claims/beam/c0918454-86e0-44f7-85fe-2eb2a8e147e5- full textbeam-chunktext/plain1 KB
doc:beam/c0918454-86e0-44f7-85fe-2eb2a8e147e5Show excerpt
### Step 3: Data Augmentation 1. **Back-Translation**: Translate your queries to another language and then back to the original language. 2. **Paraphrasing**: Use paraphrasing techniques to generate new variations of your queries. 3. **Syn…
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