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  ---
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- dataset_info:
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- features:
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- - name: original
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- dtype: string
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- - name: id
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- dtype: int64
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- - name: paraphrase
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- dtype: string
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- - name: broader
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- dtype: string
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- - name: technical
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- dtype: string
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- - name: explicit
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- dtype: string
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- - name: source
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- dtype: string
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- splits:
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- - name: train
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- num_bytes: 18458215
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- num_examples: 66100
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- download_size: 10686110
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- dataset_size: 18458215
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- configs:
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- - config_name: default
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- data_files:
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- - split: train
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- path: data/train-*
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ license: apache-2.0
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+ language: en
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+ task_categories:
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+ - information-retrieval
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+ - text-generation
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+ tags:
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+ - rag
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+ - query-expansion
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+ - retrieval
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+ - synthetic-data
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+ - msmarco
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+
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+ # RAG Query Transformation Dataset
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+
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+ ## Description
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+ This dataset contains synthetic query transformations generated to improve retrieval quality in Retrieval-Augmented Generation (RAG) systems.
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+
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+ Each original query is paired with four transformed variants:
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+ - paraphrase
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+ - broader
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+ - technical
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+ - explicit
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+
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+ ## Source
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+ - Base queries: MS MARCO
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+ - Transformations: LLM-generated (Gemini Flash Lite)
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+
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+ ## Size
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+ - ~66k original queries
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+ - ~264k total transformed queries
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+
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+ ## Intended Use
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+ - Query expansion
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+ - Embedding-based retrieval
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+ - Training lightweight models (e.g., VAE) for query transformation
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+
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+ ## Limitations
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+ - Synthetic data
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+ - Some noise may be present
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+ - Not intended for direct QA
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+
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+ ## Citation
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+ If you use this dataset, please cite MS MARCO and this repository.