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@@ -51,6 +51,20 @@ All pre-training is done on the [Cultura-X](https://huggingface.co/datasets/uonl
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  ## Tokenizer Details
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  We extended the vocabulary of the base llama model from 32,000 tokens to 57,000 tokens by adding up to 25,000 non-overlapping tokens from the new language.
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  ## Uses
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  <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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  ## Tokenizer Details
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  We extended the vocabulary of the base llama model from 32,000 tokens to 57,000 tokens by adding up to 25,000 non-overlapping tokens from the new language.
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+ ## Evaluation
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+
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+ | | SambaLingo-Thai-Base | typhoon-7b | bloom-7b1 | xglm-7.5B | mGPT-13B |
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+ |------------------------------|------------|-----------|-----------|----------|--------|
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+ | Perplexity (Lower Is Better) | **1.288** | 1.373 | 1.834 | 1.394 | 1.966 |
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+ | FLORES en->th (8 shot, CHRF) | **0.433** | 0.347 | 0.095 | 0.198 | 0.032 |
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+ | FLORES th->en (8 shot, CHRF) | **0.536** | 0.465 | 0.138 | 0.431 | 0.016 |
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+ | FLORES en->th (8 shot, BLEU) | **0.019** | 0.004 | 0.000 | 0.003 | 0.000 |
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+ | FLORES th->en (8 shot, BLEU) | **0.247** | 0.188 | 0.003 | 0.147 | 0.000 |
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+ | Belebele (3 shot) | 37.11% | **52.22%** | 24.11% | 22.44% | 26.89% |
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+ | SIB-200 (3 shot) | 62.25% | **75.49%** | 23.04% | 63.73% | 44.12% |
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+ | XCOPA (0 shot) | **61.40%** | 60.60% | 55.40% | 59.40% | 52.80% |
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+ | XNLI (0 shot) | **44.65%** | 43.01% | 34.87% | 43.73% | 39.24% |
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+
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  ## Uses
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  <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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