jonathan-roberts1
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Added example datasets usage
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README.md
CHANGED
@@ -24,6 +24,51 @@ figure given a caption. This benchmark was curated from the SciCap dataset, usin
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on each question to ensure high-quality,
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answerable questions.
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### Source Data
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on each question to ensure high-quality,
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answerable questions.
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### Example Usage
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```python
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from datasets import load_dataset
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# load dataset
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dataset = load_dataset("jonathan-roberts1/SciFIBench") # optional: set cache_dir="PATH/TO/MY/CACHE/DIR"
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# figure2caption_dataset = load_dataset("jonathan-roberts1/SciFIBench", split="Figure2Caption")
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# caption2figure_dataset = load_dataset("jonathan-roberts1/SciFIBench", split="Caption2Figure")
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"""
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DatasetDict({
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Caption2Figure: Dataset({
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features: ['ID', 'Question', 'Options', 'Answer', 'Category', 'Images'],
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num_rows: 500
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})
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Figure2Caption: Dataset({
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features: ['ID', 'Question', 'Options', 'Answer', 'Category', 'Images'],
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num_rows: 500
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})
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})
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"""
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# select task
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figure2caption_dataset = dataset['Figure2Caption']
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"""
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Dataset({
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features: ['ID', 'Question', 'Options', 'Answer', 'Category', 'Images'],
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num_rows: 500
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})
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"""
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# query items
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figure2caption_dataset[40] # e.g., the 41st element
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"""
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{'ID': 40,
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'Question': 'Which caption best matches the image?',
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'Options': ['A) ber vs snr for fft size=2048 using ls , lmmse , lr-lmmse .',
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'B) ber vs snr for fft size=1024 using ls , lmmse , lr-lmmse algorithms .',
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'C) ber vs snr for fft size=512 using ls , lmmse , lr-lmmse algorithms .',
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'D) ber vs snr for fft size=256 using ls , lmmse , lr-lmmse algorithms with a 16 qam modulation .',
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'E) ber vs snr for a bpsk modulation .'],
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'Answer': 'D',
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'Category': 'other cs',
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'Images': [<PIL.PngImagePlugin.PngImageFile image mode=RGB size=501x431>]}
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"""
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```
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### Source Data
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