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license: cc-by-4.0
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---
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license: cc-by-4.0
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datasets:
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- IgnoraZ/SynthQuestions
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language:
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- en
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base_model:
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- meta-llama/Meta-Llama-3-8B
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---
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# Model Card for Model ID
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<!-- Provide a quick summary of what the model is/does. -->
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This is the model from the paper **From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding**.
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## Model Details
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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- **Model type:** Chat Model
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- **Language(s) (NLP):** English
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- **License:** CC-BY-4.0
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- **Finetuned from model:** LLaMA-3-8B
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- **Finetuned with data:** 1M dataset from `IgnoraZ/SynthQuestions`
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For more details like hyper-parameters, please refer to our paper.
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### Model Sources
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<!-- Provide the basic links for the model. -->
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- **Repository:** https://github.com/Ignoramus0817/SynthQuestions
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- **Paper:** https://www.arxiv.org/abs/2506.03968
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## How to Get Started with the Model
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This is a model in HF format, which can be deployed with common inference frameworks like Transformers, vLLM, SGLang and so on.
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We finetuned it with custom chat template instead of the default one from LLaMA. **Please make sure to use the chat template in the `tokenizer_config.json` when inferring.**
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## Evaluation
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<!-- This section describes the evaluation protocols and provides the results. -->
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### Alignment Benchmarks
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| Model | Arena Hard (WR%) | Alpaca Eval 2.0 (LC) |
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| :------------: | :--------------: | :------------------: |
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| SynthQuestions | 15.4 | 18.87 |
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### Closed-form Benchmarks
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| Model | IFEVAL | MMLU | ARC-C | GPQA | GSM8K | MATH |
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| :------------: | :----: | :---: | :---: | :--: | :---: | :---: |
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| SynthQuestions | 57.05 | 65.79 | 63.92 | 30.3 | 70.53 | 22.71 |
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## Citation
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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```
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@misc{zhu2025realsyntheticsynthesizingmillions,
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title={From Real to Synthetic: Synthesizing Millions of Diversified and Complicated User Instructions with Attributed Grounding},
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author={Chiwei Zhu and Benfeng Xu and Xiaorui Wang and Zhendong Mao},
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year={2025},
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eprint={2506.03968},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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url={https://arxiv.org/abs/2506.03968},
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}
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```
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## Model Card Contact
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Please contact [email protected].
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