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@@ -26,9 +26,9 @@ We hold the largest collection of academic thesis with currently 3,134,100 docum
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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, 566,385 from Indonesia, and 172,260 thesis from Peru, all hardly accounted anywhere else. 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 multimodal long horizon tasks.
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  ## Youtube-Commons
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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, 566,385 from Indonesia, and 172,260 thesis from Peru, all hardly accounted anywhere else. 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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+ The sample has an average span of 171 pages, rich in multimodal content (50,000 incrusted images, 50 per documents, nearly 60% with associated captions). This collection should fit particularly well the demands of long context training or multimodal long horizon tasks.
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  ## Youtube-Commons
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