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Model: hammh0a/Hala-9B Source: Original Platform
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README.md
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README.md
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---
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license: cc-by-nc-4.0
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datasets:
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- hammh0a/Hala-4.6M-SFT
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language:
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- ar
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base_model:
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- QCRI/Fanar-1-9B-Instruct
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pipeline_tag: text-generation
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---
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# Hala: Arabic‑Centric Instruction & Translation Models
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<p align="center">
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<img src="https://i.ibb.co/pvhp1XfJ/halalogo.png" alt="Hala logo" width="550" />
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</p>
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**Paper**: *Hala Technical Report: Building Arabic‑Centric Instruction & Translation Models at Scale*
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**Authors**: Hasan Abed Al Kader Hammoud\*, Mohammad Zbeeb\*, Bernard Ghanem
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**Affiliation**: King Abdullah University of Science and Technology (KAUST)
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\*Equal contribution
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> In Arabic, **حلا** (Hala) conveys sweetness and beauty—qualities long associated with the language itself. In this spirit, we call our models **Hala**.
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---
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## 🔗 Quick Links
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* **Models & Data (Hugging Face collection)**: [https://huggingface.co/collections/hammh0a/hala-68bf02b34a14b9f22305ab3a](https://huggingface.co/collections/hammh0a/hala-68bf02b34a14b9f22305ab3a)
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* **Contact**: [hasanabedalkader.hammoud@kaust.edu.sa](mailto:hasanabedalkader.hammoud@kaust.edu.sa)
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---
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## Example
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
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model_id = "hammh0a/Hala-9B" # pick a released Hala model
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tok = AutoTokenizer.from_pretrained(model_id)
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model = AutoModelForCausalLM.from_pretrained(
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model_id, torch_dtype="auto", device_map="auto"
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)
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# Use chat template
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messages = [
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{"role": "system", "content": "أنت مساعد خبير في الفيزياء."},
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{"role": "user", "content": "اشرح بإيجاز مبدأ الانحفاظ في الفيزياء، وأعطني مثالاً يومياً."},
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]
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prompt = tok.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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pipe = pipeline("text-generation", model=model, tokenizer=tok)
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out = pipe(prompt, max_new_tokens=256, do_sample=False)
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print(out[0]["generated_text"])
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```
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---
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## 📊 Results
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*Hala models are placed at the end of each size category; best **Average** per category is in bold.*
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### ≤2B parameters
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| Size | Model Name | Params | AlGhafa | ArabicMMLU | EXAMS | MadinahQA | AraTrust | ArbMMLU‑HT | Average |
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| ---- | -------------------------------------- | -----: | ------: | ---------: | ----: | --------: | -------: | ---------: | -------: |
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| ≤2B | meta-llama/Llama-3.2-1B | 1B | 33.9 | 26.5 | 21.2 | 25.7 | 37.1 | 23.9 | 28.0 |
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| ≤2B | Qwen/Qwen2-1.5B-Instruct | 1.5B | 53.1 | 49.2 | 35.2 | 45.5 | 68.9 | 37.4 | 48.2 |
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| ≤2B | Qwen/Qwen2.5-1.5B-Instruct | 1.5B | 48.4 | 43.5 | 31.8 | 38.2 | 70.8 | 35.9 | 44.8 |
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| ≤2B | Sakalti/Saka-1.5B | 1.5B | 51.4 | 40.0 | 31.3 | 31.5 | 47.5 | 33.5 | 39.2 |
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| ≤2B | Qwen/Qwen3-1.7B-Base | 1.7B | 56.8 | 49.7 | 38.2 | 40.0 | 75.6 | 43.9 | 50.7 |
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| ≤2B | Qwen/Qwen1.5-1.8B | 1.8B | 32.7 | 26.7 | 23.8 | 26.0 | 31.5 | 23.6 | 27.4 |
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| ≤2B | silma-ai/SILMA-Kashif-2B-Instruct-v1.0 | 2B | 59.7 | 45.6 | 33.1 | 38.8 | 73.3 | 35.8 | 47.7 |
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| ≤2B | google/gemma-2-2b-it | 2B | 34.1 | 30.1 | 23.6 | 20.1 | 31.2 | 23.4 | 27.1 |
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| ≤2B | LiquidAI/LFM2-350M | 350M | 39.0 | 35.2 | 30.9 | 28.3 | 43.3 | 29.1 | 34.3 |
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| ≤2B | **Hala‑350M** | 350M | 51.4 | 41.2 | 36.9 | 34.5 | 52.1 | 35.4 | 41.9 |
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| ≤2B | LiquidAI/LFM2-700M | 700M | 50.1 | 38.3 | 34.3 | 32.5 | 56.3 | 37.2 | 41.4 |
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| ≤2B | **Hala‑700M** | 700M | 55.5 | 45.9 | 40.6 | 34.7 | 65.2 | 39.4 | 46.9 |
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| ≤2B | LiquidAI/LFM2-1.2B | 1.2B | 53.8 | 45.2 | 35.0 | 34.7 | 65.6 | 43.4 | 46.3 |
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| ≤2B | **Hala‑1.2B** | 1.2B | 59.2 | 48.6 | 43.4 | 41.6 | 71.7 | 44.2 | **51.4** |
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### 7B–9B parameters
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| Size | Model Name | Params | AlGhafa | ArabicMMLU | EXAMS | MadinahQA | AraTrust | ArbMMLU‑HT | Average |
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| ----- | ------------------------------------------- | -----: | ------: | ---------: | ----: | --------: | -------: | ---------: | -------: |
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| 7B–9B | CohereForAI/c4ai-command-r7b-arabic-02-2025 | 7B | 74.8 | 59.3 | 65.0 | 63.8 | 80.5 | 50.1 | 65.6 |
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| 7B–9B | JasperV13/Yehia-7B-DPO-Reasoning-preview | 7B | 75.1 | 66.3 | 51.8 | 54.9 | 81.9 | 55.1 | 64.2 |
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| 7B–9B | Navid-AI/Yehia-7B-preview | 7B | 70.8 | 64.9 | 52.1 | 54.4 | 87.5 | 53.4 | 63.9 |
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| 7B–9B | JasperV13/Yehia-7B-Reasoning-preview | 7B | 75.2 | 66.3 | 52.7 | 55.0 | 80.8 | 55.2 | 64.2 |
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| 7B–9B | ALLaM-AI/ALLaM-7B-Instruct-preview | 7B | 69.5 | 64.9 | 51.6 | 54.2 | 86.9 | 52.8 | 63.3 |
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| 7B–9B | Qwen/Qwen2-7B-Instruct | 7B | 73.2 | 60.0 | 47.3 | 59.5 | 82.8 | 51.3 | 62.4 |
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| 7B–9B | Qwen/Qwen3-8B-Base | 8B | 74.8 | 65.0 | 52.5 | 52.2 | 83.4 | 61.5 | 64.9 |
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| 7B–9B | QCRI/Fanar-1-9B-Instruct | 9B | 76.4 | 65.8 | 52.7 | 73.3 | 88.3 | 58.6 | 69.2 |
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| 7B–9B | **Hala‑9B** | 9B | 78.3 | 65.6 | 53.8 | 70.4 | 89.6 | 61.4 | **69.9** |
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> **Evaluation protocol**: `lighteval` on **ArabicMMLU (OALL‑2)** excluding AlRage.
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---
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## 📚 Citation
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If you find **Hala** useful, please cite:
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```bibtex
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@misc{hammoud2025halatechnicalreportbuilding,
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title={Hala Technical Report: Building Arabic-Centric Instruction & Translation Models at Scale},
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author={Hasan Abed Al Kader Hammoud and Mohammad Zbeeb and Bernard Ghanem},
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year={2025},
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url={https://arxiv.org/abs/2509.14008},
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}
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```
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chat_template.jinja
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chat_template.jinja
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{{ '<bos>' }}{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}{% else %}{% set loop_messages = messages %}{% set system_message = None %}{% endif %}{% if system_message %}{{ system_message }}{% endif %}{% for message in loop_messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<start_of_turn>user
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' + content + '<end_of_turn>
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<start_of_turn>model
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' }}{% elif message['role'] == 'thinking_user' %}{{ '<start_of_turn>user
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' + content + '<end_of_turn>
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<start_of_turn>model
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<think>
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'}}{% elif message['role'] == 'assistant' %}{{ content + '<end_of_turn>
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' }}{% elif message['role'] == 'thinking' %}{{ '<think>
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' + content + '
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</think>
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' }}{% endif %}{% endfor %}
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config.json
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config.json
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{
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"architectures": [
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"Gemma2ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"attn_logit_softcapping": 50.0,
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"bos_token_id": 2,
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"cache_implementation": "hybrid",
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"dtype": "bfloat16",
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"eos_token_id": 1,
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"final_logit_softcapping": 30.0,
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"head_dim": 256,
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"hidden_act": "gelu_pytorch_tanh",
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"hidden_activation": "gelu_pytorch_tanh",
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"hidden_size": 3584,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"layer_types": [
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"sliding_attention",
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"full_attention",
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"sliding_attention",
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"full_attention",
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],
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"max_position_embeddings": 4096,
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"model_type": "gemma2",
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"num_attention_heads": 16,
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"num_hidden_layers": 42,
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"num_key_value_heads": 8,
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"pad_token_id": 0,
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"query_pre_attn_scalar": 256,
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"rms_norm_eps": 1e-06,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"sliding_window_size": 4096,
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"transformers_version": "4.56.0",
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"use_cache": false,
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"vocab_size": 128256
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}
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||||
}
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||||
30
special_tokens_map.json
Normal file
30
special_tokens_map.json
Normal file
@@ -0,0 +1,30 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<bos>",
|
||||
"lstrip": false,
|
||||
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|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<eos>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
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||||
"single_word": false
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||||
},
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||||
"pad_token": {
|
||||
"content": "<pad>",
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"lstrip": false,
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"normalized": false,
|
||||
"rstrip": false,
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||||
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|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
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||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:21cf92b1210853eb91fb856a67b6062b06578194cac590326c8e56af7ec71d88
|
||||
size 18068035
|
||||
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:c689fef08039792f515e5bcd67759b3bd73f845d8e7f0fda75471c6a103aad41
|
||||
size 2124704
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||||
2011
tokenizer_config.json
Normal file
2011
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user