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  pretrain stage only, 1180 epochs
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- results cooming soon
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  pretrain stage only, 1180 epochs
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+ [MMMU](https://tinyllava-factory.readthedocs.io/en/latest/Evaluation.html#mmmu)
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+ | Category | # Samples | Accuracy |
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+ |---------------------------------|-----------|----------|
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+ | Overall | 900 | 0.303 |
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+ | Overall-Art and Design | 120 | 0.308 |
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+ | Art | 30 | 0.200 |
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+ | Art Theory | 30 | 0.300 |
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+ | Design | 30 | 0.400 |
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+ | Music | 30 | 0.333 |
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+ | Overall-Business | 150 | 0.247 |
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+ | Accounting | 30 | 0.200 |
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+ | Economics | 30 | 0.333 |
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+ | Finance | 30 | 0.267 |
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+ | Management | 30 | 0.267 |
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+ | Marketing | 30 | 0.167 |
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+ | Overall-Science | 150 | 0.253 |
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+ | Biology | 30 | 0.233 |
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+ | Chemistry | 30 | 0.200 |
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+ | Geography | 30 | 0.200 |
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+ | Math | 30 | 0.267 |
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+ | Physics | 30 | 0.367 |
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+ | Overall-Health and Medicine | 150 | 0.327 |
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+ | Basic Medical Science | 30 | 0.433 |
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+ | Clinical Medicine | 30 | 0.233 |
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+ | Diagnostics and Laboratory Med. | 30 | 0.200 |
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+ | Pharmacy | 30 | 0.400 |
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+ | Public Health | 30 | 0.367 |
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+ | Overall-Humanities and Soc. Sci.| 120 | 0.367 |
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+ | History | 30 | 0.367 |
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+ | Literature | 30 | 0.567 |
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+ | Sociology | 30 | 0.333 |
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+ | Psychology | 30 | 0.200 |
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+ | Overall-Tech and Engineering | 210 | 0.324 |
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+ | Agriculture | 30 | 0.300 |
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+ | Architecture and Engineering | 30 | 0.300 |
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+ | Computer Science | 30 | 0.267 |
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+ | Electronics | 30 | 0.267 |
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+ | Energy and Power | 30 | 0.467 |
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+ | Materials | 30 | 0.500 |
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+ | Mechanical Engineering | 30 | 0.167 |