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Dataset Card for MS COCO Karpathy in Simple English
This dataset contains captions that were rephrased into simple english so that a young child would understand it.
Dataset Details
Dataset Sources
The processed MS COCO datasets (Karpathy Split) in this repo are based on the following sources:
| Type | MD5 | URL |
|---|---|---|
| Train | aa31ac474cf6250ebb81d18348a07ed8 | https://storage.googleapis.com/sfr-vision-language-research/datasets/coco_karpathy_train.json |
| Validation | b273847456ef5580e33713b1f7de52a0 | https://storage.googleapis.com/sfr-vision-language-research/datasets/coco_karpathy_val.json |
| Test | 3ff34b0ef2db02d01c37399f6a2a6cd1 | https://storage.googleapis.com/sfr-vision-language-research/datasets/coco_karpathy_test.json |
MS COCO:
- Download: https://cocodataset.org/#download
- Paper: http://arxiv.org/abs/1405.0312
Dataset Creation
This dataset was generated by processing the annotations via Mistal7B.
Prompt used:
Rewrite the sentence " + caption + " for a 3 to 4 year old child. Give only one simple sentence. Don't use the word see. Give only a single answer.
A filter was applied to only store captions which matched the common output format. A best effort filter was applied to reduce the chance of including multiple example sentences in the output.
Curation Rationale
This dataset is useful for experiments with small LLMs which have only a reduced corpus. The dataset is suitable to be used for LAVIS experiments (QFormer Training) with a finetuned TinyStories 33M LLM.
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