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average tokens

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@@ -101,16 +101,50 @@ CDB has quite a diverse distribution of languages, overall there is about 143 la
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  ## Tokens
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- | Month | Docs | Tokens |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  |-------|------|--------|
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- | Dec | XB | xT |
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  | Nov | | |
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  | Oct | | |
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  | **Total** | | |
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- ## Text-Attributed Graph w/ Cleaning
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  ## Tokens
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+ Using [xlm-roberta-base](https://huggingface.co/docs/transformers/model_doc/xlm-roberta) tokenizer to estimate the number of tokens by sampling:
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+ ### Token-length distribution
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+ Computed over a sample of **2,164,574 texts** from CDB-Dec, Oct, Nov.
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+ | Statistic | Value |
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+ |-----------|---------|
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+ | Min | 3 |
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+ | Max | 702,667 |
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+ | Mean | 1,354 |
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+ ### Truncation rate by sequence length
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+ Percentage of texts that would lose tokens at each candidate `seq_len`.
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+ | seq_len | Truncation rate | Texts truncated |
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+ |---------|-----------------|-----------------|
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+ | 64 | 97.24% | 2,104,865 |
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+ | 128 | 93.36% | 2,020,754 |
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+ | 256 | 83.54% | 1,808,331 |
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+ | 384 | 73.55% | 1,591,996 |
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+ | 512 | 64.45% | 1,394,971 |
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+ | 1024 | 37.96% | 821,725 |
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+ **Note:** 1,394,971 texts (64.4%) exceed XLM-R's 512 max and will be truncated regardless of the `seq_len` chosen.
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+ On average we will have
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+ | CDB | Docs | Tokens |
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  |-------|------|--------|
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+ | Dec | | |
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  | Nov | | |
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  | Oct | | |
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  | **Total** | | |
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+ ## Text-Attributed Graph w/ Cleaning
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+ Overall across CDB-Dec, CDB-Nov, CDB-Oct
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