初始化项目，由ModelHub XC社区提供模型
Model: NewstaR/Starlight-7B Source: Original Platform
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README.md
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README.md
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---
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datasets:
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- FinchResearch/AboveTheClouds
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language:
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- en
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tags:
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- llama
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- llama2
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license: other
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---
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# Starlight (7B)
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| Model | Average ⬆️ | ARC | HellaSwag | MMLU | TruthfulQA |
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|----------------------|------------|-------|-----------|-------|------------|
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| NewstaR/Starlight-13B| 58.63 | 59.3 | 82.15 | 55.67 | 37.39 |
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| NewstaR/Starlight-7B | 54.3 | 53.07 | 78.57 | 46.8 | 38.75 |
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## The model follows the Alpaca template:
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```
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### Instruction: {prompt} ### Response:
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```
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## Example:
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```
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### Instruction: Summarize the key details of the Starlight model in a few sentences.
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### Response: Starlight is a 7B parameter transformer model trained on the AverageData and Above the Clouds datasets for conversational text generation. It has strong language modeling capabilities but lacks true language understanding and may generate incorrect or biased text, so outputs should be monitored and safeguards implemented. The model is intended for use in chatbots and content creation applications.
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```
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## Instructions for Safe Use
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- Avoid exposing Starlight to offensive, unethical, dangerous or illegal prompts
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- Monitor outputs for signs of bias, toxicity or factual incorrectness
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- Do not rely on Starlight for high-stakes or safety critical applications
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## Limitations
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- May hallucinate or generate incorrect information
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- Large model size leads to high compute requirements
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```
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@misc{open-llm-leaderboard,
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author = {Edward Beeching, Clémentine Fourrier, Nathan Habib, Sheon Han, Nathan Lambert, Nazneen Rajani, Omar Sanseviero, Lewis Tunstall, Thomas Wolf},
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title = {Open LLM Leaderboard},
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year = {2023},
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publisher = {Hugging Face},
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howpublished = "\url{https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard}"
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}
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```
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```
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@software{eval-harness,
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author = {Gao, Leo and
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Tow, Jonathan and
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Biderman, Stella and
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Black, Sid and
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DiPofi, Anthony and
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Foster, Charles and
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Golding, Laurence and
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Hsu, Jeffrey and
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McDonell, Kyle and
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Muennighoff, Niklas and
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Phang, Jason and
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Reynolds, Laria and
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Tang, Eric and
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Thite, Anish and
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Wang, Ben and
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Wang, Kevin and
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Zou, Andy},
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title = {A framework for few-shot language model evaluation},
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month = sep,
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year = 2021,
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publisher = {Zenodo},
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version = {v0.0.1},
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doi = {10.5281/zenodo.5371628},
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url = {https://doi.org/10.5281/zenodo.5371628}
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}
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```
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```
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@misc{clark2018think,
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title={Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge},
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author={Peter Clark and Isaac Cowhey and Oren Etzioni and Tushar Khot and Ashish Sabharwal and Carissa Schoenick and Oyvind Tafjord},
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year={2018},
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eprint={1803.05457},
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archivePrefix={arXiv},
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primaryClass={cs.AI}
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}
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```
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```
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@misc{zellers2019hellaswag,
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title={HellaSwag: Can a Machine Really Finish Your Sentence?},
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author={Rowan Zellers and Ari Holtzman and Yonatan Bisk and Ali Farhadi and Yejin Choi},
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year={2019},
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eprint={1905.07830},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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```
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@misc{hendrycks2021measuring,
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title={Measuring Massive Multitask Language Understanding},
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author={Dan Hendrycks and Collin Burns and Steven Basart and Andy Zou and Mantas Mazeika and Dawn Song and Jacob Steinhardt},
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year={2021},
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eprint={2009.03300},
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archivePrefix={arXiv},
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primaryClass={cs.CY}
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}
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```
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```
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@misc{lin2022truthfulqa,
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title={TruthfulQA: Measuring How Models Mimic Human Falsehoods},
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author={Stephanie Lin and Jacob Hilton and Owain Evans},
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year={2022},
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eprint={2109.07958},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_NewstaR__Starlight-7B)
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| Metric | Value |
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|-----------------------|---------------------------|
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| Avg. | 43.42 |
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| ARC (25-shot) | 53.07 |
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| HellaSwag (10-shot) | 78.57 |
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| MMLU (5-shot) | 46.8 |
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| TruthfulQA (0-shot) | 38.75 |
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| Winogrande (5-shot) | 74.03 |
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| GSM8K (5-shot) | 7.13 |
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| DROP (3-shot) | 5.59 |
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config.json
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"architectures": [
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"transformers_version": "4.33.1",
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"vocab_size": 32000
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}
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"model.layers.8.mlp.gate_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.8.mlp.up_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.8.post_attention_layernorm.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.8.self_attn.k_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.8.self_attn.o_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.8.self_attn.q_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.8.self_attn.v_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.input_layernorm.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.mlp.down_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.mlp.gate_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.mlp.up_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.post_attention_layernorm.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.self_attn.k_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.self_attn.o_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.self_attn.q_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.layers.9.self_attn.v_proj.weight": "pytorch_model-00001-of-00002.bin",
|
||||
"model.norm.weight": "pytorch_model-00002-of-00002.bin"
|
||||
}
|
||||
}
|
||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
93391
tokenizer.json
Normal file
93391
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
BIN
tokenizer.model
(Stored with Git LFS)
Normal file
Binary file not shown.
34
tokenizer_config.json
Normal file
34
tokenizer_config.json
Normal file
@@ -0,0 +1,34 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"__type": "AddedToken",
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": {
|
||||
"__type": "AddedToken",
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"legacy": false,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": null,
|
||||
"padding_side": "right",
|
||||
"sp_model_kwargs": {},
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": {
|
||||
"__type": "AddedToken",
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"use_default_system_prompt": true
|
||||
}
|
||||
Reference in New Issue
Block a user