初始化项目，由ModelHub XC社区提供模型
Model: israel/LLAMA-Walia-II Source: Original Platform
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README.md
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---
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license: apache-2.0
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datasets:
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- EthioNLP/Amharic_Instruction_dataset
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- iocuydi/amharic-alpaca
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language:
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- am
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- en
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---
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# [Walia-LLM: Enhancing Amharic-LLaMA by Integrating Task-Specific and Generative Datasets](https://aclanthology.org/2024.findings-emnlp.25/) - combined data
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## Model Details
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- Base model: LLaMA-2
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- Fine-tuning method: Supervised fine-tuning (SFT) using LoRA
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- Language: Amharic
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- Tasks:
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- Sentiment analysis
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- Question answering
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- Named entity recognition
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- News classification
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- Summarization
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- Machine translation
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- Poem/story/lyrics generation
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- Spelling correction
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## Training Data
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The model was trained on a custom instruction dataset derived from:
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- Existing NLP benchmarks (e.g., AfriSenti, AmharicQA, MasakhaNER, MasakhaNews, XL-Sum)
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- Manually collected generative datasets (e.g., religious lyrics, stories, poems)
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- Translated instruction datasets (e.g., Alpaca, Dolly)
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See [EthioNLP/walia-amharic-instructions](https://huggingface.co/datasets/EthioNLP/walia-amharic-instructions) for the dataset used.
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## Intended Use
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This model is intended for:
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- Research on instruction tuning in low-resource languages
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- Generative NLP tasks in Amharic
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- Evaluating multilingual LLM capabilities
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## Limitations
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- Some generative outputs may be verbose or imprecise.
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- Limited understanding of highly specific Amharic poetic or lyrical structures.
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- Spell correction and NER performance is still under exploration.
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## Example Usage
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```python
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from transformers import AutoTokenizer, AutoModelForCausalLM
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model = AutoModelForCausalLM.from_pretrained("israel/LLAMA-Walia-II")
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tokenizer = AutoTokenizer.from_pretrained("israel/LLAMA-Walia-II")
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prompt = "ስለ አማርኛ ቋንቋ መግለጫ አቅርብ።"
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inputs = tokenizer(prompt, return_tensors="pt")
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outputs = model.generate(**inputs, max_new_tokens=100)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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## Citation
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```bibtex
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@inproceedings{azime-etal-2024-walia,
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title = "Walia-{LLM}: Enhancing {A}mharic-{LL}a{MA} by Integrating Task-Specific and Generative Datasets",
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author = "Azime, Israel Abebe and Tonja, Atnafu Lambebo and Belay, Tadesse Destaw and Fuge, Mitiku Yohannes and Wassie, Aman Kassahun and Jada, Eyasu Shiferaw and Chanie, Yonas and Sewunetie, Walelign Tewabe and Yimam, Seid Muhie",
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editor = "Al-Onaizan, Yaser and Bansal, Mohit and Chen, Yun-Nung",
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booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2024",
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month = nov,
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year = "2024",
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address = "Miami, Florida, USA",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2024.findings-emnlp.25/",
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doi = "10.18653/v1/2024.findings-emnlp.25",
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pages = "432--444"
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}
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```
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config.json
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"LlamaForCausalLM"
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30
special_tokens_map.json
Normal file
30
special_tokens_map.json
Normal file
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|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "[PAD]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:74fbb036c01f289ee500df89c8822364205f794bde9bee875f8bfdd584832ef2
|
||||
size 899315
|
||||
51
tokenizer_config.json
Normal file
51
tokenizer_config.json
Normal file
@@ -0,0 +1,51 @@
|
||||
{
|
||||
"add_bos_token": true,
|
||||
"add_eos_token": false,
|
||||
"add_prefix_space": true,
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"51008": {
|
||||
"content": "[PAD]",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"bos_token": "<s>",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"legacy": true,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": "[PAD]",
|
||||
"sp_model_kwargs": {},
|
||||
"spaces_between_special_tokens": false,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": false,
|
||||
"use_fast": true
|
||||
}
|
||||
Reference in New Issue
Block a user