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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - en
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+ - de
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+ - es
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+ - fr
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+ tags:
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+ - pretraining
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+ - multilingual
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+ - language-model
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+ ---
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+
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+ # MonoWeb Models
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+ Pretrained language models released alongside the paper:
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+ > **[The Role of Mixed-Language Documents for Multilingual Large Language Model Pretraining](https://arxiv.org/pdf/2601.00364)**
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+ Associated dataset: [UCLNLP/monoweb-dataset](https://huggingface.co/datasets/UCLNLP/monoweb-dataset)
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+ ## Model Details
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+ All models are decoder-only transformers with **1.35B parameters**, trained from scratch using the Llama-2 tokenizer (32K vocabulary). Architecture: 24 layers, hidden dimension 2048, 16 attention heads, context length 2048. Training was performed with Megatron-LM for ~143B tokens (34K steps).
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+
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+ ## Model Variants
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+ Models are organized by language pair and training data configuration:
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+ | Folder | Language Pair | Training Data |
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+ |---|---|---|
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+ | `ckpt_exp_en_de_baseline` | English–German | FineWeb (full corpus, including bilingual docs) |
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+ | `ckpt_exp_en_de_monoweb` | English–German | MonoWeb (bilingual docs removed) |
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+ | `ckpt_exp_en_de_onlyparallel` | English–German | MonoWeb + parallel docs reintroduced |
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+ | `ckpt_exp_en_de_onlycodeswitch` | English–German | MonoWeb + code-switching docs reintroduced |
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+ | `ckpt_exp_en_es_baseline` | English–Spanish | FineWeb (full corpus, including bilingual docs) |
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+ | `ckpt_exp_en_es_monoweb` | English–Spanish | MonoWeb (bilingual docs removed) |
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+ | `ckpt_exp_en_es_onlyparallel` | English–Spanish | MonoWeb + parallel docs reintroduced |
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+ | `ckpt_exp_en_es_onlycodeswitch` | English–Spanish | MonoWeb + code-switching docs reintroduced |
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+ | `ckpt_exp_en_fr_baseline` | English–French | FineWeb (full corpus, including bilingual docs) |
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+ | `ckpt_exp_en_fr_monoweb` | English–French | MonoWeb (bilingual docs removed) |
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+ | `ckpt_exp_en_fr_onlyparallel` | English–French | MonoWeb + parallel docs reintroduced |
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+ | `ckpt_exp_en_fr_onlycodeswitch` | English–French | MonoWeb + code-switching docs reintroduced |
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+
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+ Each folder contains checkpoints saved every 2,000 steps from `iter_2000` to `iter_36000` (18 checkpoints per model).
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