Vlad-Andrei Badoiu
commited on
Commit
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Initial release.
Browse filesSigned-off-by: Vlad-Andrei Badoiu <[email protected]>
- README.md +77 -0
- config.json +31 -0
- generation_config.json +7 -0
- model-00001-of-00003.safetensors +3 -0
- model-00002-of-00003.safetensors +3 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +226 -0
- special_tokens_map.json +23 -0
- tokenizer.json +0 -0
- tokenizer_config.json +46 -0
README.md
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---
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license: apache-2.0
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---
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---
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license: apache-2.0
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datasets:
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- faur-ai/fulg
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language:
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- ro
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---
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# LLMic Model Card
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[LLMic: Romanian Foundation Language Model]()
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## Model Summary
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LLMic is a bilingual Romanian-English foundation model. LLmic is a 3B
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parameters dense decoder-only Transformer model based on Llama2.
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## Architecture
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| Parameter | Value |
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|-----------|---------|
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| Sequence Length | 2048 |
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| Number of Layers | 24 |
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| Embedding Size | 2,560 |
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| FFN Hidden Size | 10,240 |
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| Number of Heads | 20 |
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| Number of KV Heads | 5 |
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| Activation Function | SiLU |
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| Position Encodings | RoPE (Θ=500,000) |
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| Layer Norm | RMSNorm (ε=10⁻⁵) |
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| Tied Embeddings | No |
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## Intended Use
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Our model is designed to accelerate research on Romanian language models, serving as a building block for generative AI applications.
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## Data Overview
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### Training Datasets
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| Source | Size |
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|---------|------|
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| *Romanian (300B)* | |
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| Web Sources | 621 GB |
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| Discussions, Curated & Parallel | 10 GB |
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| *English (700B)* | |
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| FineWebEdu | -- |
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| Dolma Subset | 109 GB |
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#### Benchmark datasets
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We evaluated LLMic on the WMT16 language translation benchmark for English-to-Romanian.
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| Model | Score |
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|--------|--------|
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| LLMIC | 41.01 |
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| mBART | 38.50 |
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| Llama-3.1-8B-Instruct | 29.02 |
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| RoMistral-7b-Instruct | 27.70 |
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| RoLlama3-8b-Instruct | 27.31 |
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| Mistral-7B-Instruct-v0.2 | 26.19 |
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| RoGemma-7b-Instruct | 25.96 |
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| Gemma-1.1-7b-it | 25.48 |
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## Citation
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**BibTeX:**
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```
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@article{llmic,
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title={LLMic: Romanian Foundation Language Model},
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author={Vlad-Andrei Bădoiu and Mihai-Valentin Dumitru and Alexandru M. Gherghescu and Alexandru Agache and Costin Raiciu},
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year={2025},
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eprint={},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={},
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}
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```
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config.json
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{
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"_name_or_path": "local_model_configs/llmic/config-3b.json",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 2560,
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"initializer_range": 0.02,
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"intermediate_size": 10240,
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"max_position_embeddings": 8192,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 20,
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"num_hidden_layers": 24,
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"num_key_value_heads": 5,
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"pad_token_id": 0,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 500000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.44.0",
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"unk_token_id": 3,
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"use_cache": false,
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"vocab_size": 128000
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}
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generation_config.json
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{
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"_from_model_config": true,
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"eos_token_id": 2,
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"pad_token_id": 0,
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"transformers_version": "4.44.0",
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"use_cache": false
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}
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model-00001-of-00003.safetensors
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|
27 |
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28 |
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|
29 |
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},
|
30 |
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"3": {
|
31 |
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"content": "<|UNK|>",
|
32 |
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"lstrip": false,
|
33 |
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"normalized": false,
|
34 |
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35 |
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36 |
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"special": true
|
37 |
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}
|
38 |
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},
|
39 |
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"bos_token": null,
|
40 |
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"clean_up_tokenization_spaces": true,
|
41 |
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"eos_token": "<|END-OF-TEXT|>",
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42 |
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"model_max_length": 1000000000000000019884624838656,
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43 |
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"pad_token": "<|padding|>",
|
44 |
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"tokenizer_class": "GPTNeoXTokenizer",
|
45 |
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"unk_token": "<|UNK|>"
|
46 |
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}
|