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  ## Global academic thesis
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- We hold the largest collection of academic thesis with more than three million documents in PDF at a global scale.
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- Our coverage extends significantly beyond western sources, with half of our holding are not even indexed in scientific databases like OpenAlex. Typically, this includes 520,000 thesis from India with a majority in English and a significant language variety: Hindi, Tamil, Sanskrit. The collection is uniquely fitting for long horizon multimodal tasks.
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- The current sample include 1052 thesis in pdf formats in many languages.
 
 
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  ## Youtube-Commons
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  ## Global academic thesis
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+ We hold the largest collection of academic thesis with currently 3,134,100 documents in PDF at a global scale.
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+ Our coverage extends significantly beyond western sources, with about half of our holding (1.5M documents) are not even indexed in leading scientific databases like OpenAlex. Typically, this includes 529,088 full-text thesis from India, 172,260 thesis from Peru, about 495,000 from Indonesia. The collection is uniquely fitting for long horizon multimodal tasks.
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+ The current sample include 1,015, thesis in pdf formats in 26 languages (English 252, Spanish 97, French 90, Hindi 82…) and most scientific disciplines, along with metadata and new transcriptions by a SOTA VLM for OCR within the language.
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+ Documents have an average span of 171 pages showing the fittedness for long context training or long horizon tasks.
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  ## Youtube-Commons
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