asimov_multimodal_auto_val،asimov_multimodal_auto_val،asimov_multimodal_auto_val،asimov_multimodal_auto_val

FeaturesDict({
    'image': Image(shape=(None, None, 3), dtype=uint8),
    'instructions': Sequence({
        'context': Text(shape=(), dtype=string),
        'instruction': Text(shape=(), dtype=string),
        'prompt_with_constitution': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak_adversary': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak_adversary_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_chain_of_thought_antijailbreak_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_chain_of_thought_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_without_constitution': Text(shape=(), dtype=string),
        'prompt_without_constitution_parts': Sequence(Text(shape=(), dtype=string)),
        'undesirable_groundtruth_answer': bool,
    }),
    'original_image': Image(shape=(None, None, 3), dtype=uint8),
})

@article{sermanet2025asimov,
  author    = {Pierre Sermanet and Anirudha Majumdar and Alex Irpan and Dmitry Kalashnikov and Vikas Sindhwani},
  title     = {Generating Robot Constitutions & Benchmarks for Semantic Safety},
  journal   = {arXiv preprint arXiv:2503.08663},
  url       = {https://arxiv.org/abs/2503.08663},
  year      = {2025},
}

FeaturesDict({
    'image': Image(shape=(None, None, 3), dtype=uint8),
    'instructions': Sequence({
        'context': Text(shape=(), dtype=string),
        'instruction': Text(shape=(), dtype=string),
        'prompt_with_constitution': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak_adversary': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak_adversary_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_chain_of_thought_antijailbreak_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_chain_of_thought_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_without_constitution': Text(shape=(), dtype=string),
        'prompt_without_constitution_parts': Sequence(Text(shape=(), dtype=string)),
        'undesirable_groundtruth_answer': bool,
    }),
    'original_image': Image(shape=(None, None, 3), dtype=uint8),
})

@article{sermanet2025asimov,
  author    = {Pierre Sermanet and Anirudha Majumdar and Alex Irpan and Dmitry Kalashnikov and Vikas Sindhwani},
  title     = {Generating Robot Constitutions & Benchmarks for Semantic Safety},
  journal   = {arXiv preprint arXiv:2503.08663},
  url       = {https://arxiv.org/abs/2503.08663},
  year      = {2025},
}

FeaturesDict({
    'image': Image(shape=(None, None, 3), dtype=uint8),
    'instructions': Sequence({
        'context': Text(shape=(), dtype=string),
        'instruction': Text(shape=(), dtype=string),
        'prompt_with_constitution': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak_adversary': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak_adversary_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_chain_of_thought_antijailbreak_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_chain_of_thought_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_without_constitution': Text(shape=(), dtype=string),
        'prompt_without_constitution_parts': Sequence(Text(shape=(), dtype=string)),
        'undesirable_groundtruth_answer': bool,
    }),
    'original_image': Image(shape=(None, None, 3), dtype=uint8),
})

@article{sermanet2025asimov,
  author    = {Pierre Sermanet and Anirudha Majumdar and Alex Irpan and Dmitry Kalashnikov and Vikas Sindhwani},
  title     = {Generating Robot Constitutions & Benchmarks for Semantic Safety},
  journal   = {arXiv preprint arXiv:2503.08663},
  url       = {https://arxiv.org/abs/2503.08663},
  year      = {2025},
}

FeaturesDict({
    'image': Image(shape=(None, None, 3), dtype=uint8),
    'instructions': Sequence({
        'context': Text(shape=(), dtype=string),
        'instruction': Text(shape=(), dtype=string),
        'prompt_with_constitution': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak_adversary': Text(shape=(), dtype=string),
        'prompt_with_constitution_chain_of_thought_antijailbreak_adversary_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_chain_of_thought_antijailbreak_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_chain_of_thought_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_with_constitution_parts': Sequence(Text(shape=(), dtype=string)),
        'prompt_without_constitution': Text(shape=(), dtype=string),
        'prompt_without_constitution_parts': Sequence(Text(shape=(), dtype=string)),
        'undesirable_groundtruth_answer': bool,
    }),
    'original_image': Image(shape=(None, None, 3), dtype=uint8),
})

@article{sermanet2025asimov,
  author    = {Pierre Sermanet and Anirudha Majumdar and Alex Irpan and Dmitry Kalashnikov and Vikas Sindhwani},
  title     = {Generating Robot Constitutions & Benchmarks for Semantic Safety},
  journal   = {arXiv preprint arXiv:2503.08663},
  url       = {https://arxiv.org/abs/2503.08663},
  year      = {2025},
}