Datasets:
Tasks:
Text Generation
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
License:
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README.md
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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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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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# RAG Query Transformation Dataset
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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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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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## Source
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- Base queries: MS MARCO
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- Transformations: LLM-generated (Gemini Flash Lite)
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## Size
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- ~66k original queries
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- ~264k total transformed queries
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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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## 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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## Citation
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If you use this dataset, please cite MS MARCO and this repository.
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