---
license: apache-2.0
library_name: transformers
tags: []
---

# nox

![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/64241c3d774cc340797429fc/u60xmpVM1K0AtPXZtw8b4.jpeg)

The nox project is a set of tools that make it easy to use various fine tuning technologies using solar models.
We constructed ko data using grammatically accurate data.(It's not perfect, but I tried my best.) 
And we created nox-solar model using a fine-tuning technique(sft,dpo) Our model, the nox-solar model, ranked first on the [Open Ko-LLM Leaderboard](https://huggingface.co/spaces/upstage/open-ko-llm-leaderboard).

Currently, we are planning to make all code and datasets public. 

Through this, users are expected to be able to freely conduct research and development using Nox. 



## Model Details

* **Model Developers** :  davidkim(changyeon kim)
* **Repository** : [https://github.com/davidkim205/nox](https://github.com/davidkim205/nox)
* **base mode** : Edentns/DataVortexS-10.7B-dpo-v1.8
* **sft dataset** : [davidkim205/kollm-converations](https://huggingface.co/datasets/davidkim205/kollm-converations)
* **dpo dataset** : [davidkim205/kollm-comparision](https://huggingface.co/datasets/davidkim205/kollm-comparision)
* **evalution** : [kollm_evalution](https://github.com/davidkim205/kollm_evaluation)
* **evalution dataset** : [open-ko-llm-leaderboard datasets](https://huggingface.co/collections/davidkim205/open-ko-llm-leaderboard-datasets-65eea9e87fc3ae80787ee15a)

## Evaluation
### [The Open Ko-LLM Leaderboard](https://huggingface.co/spaces/upstage/open-ko-llm-leaderboard)
| Model                          | Average | Ko-ARC | Ko-HellaSwag | Ko-MMLU | Ko-TruthfulQA | Ko-CommonGen V2 |
| ------------------------------ | ------- | ------ | ------------ | ------- | ------------- | --------------- |
| davidkim205/nox-solar-10.7b-v4 | 67.77   | 73.55  | 72.07        | 57.93   | 79.32         | 55.96           |



### [kollm_evalution](https://github.com/davidkim205/kollm_evalution)
| model                               | Average     | Ko-TruthfulQA_mc1 | Ko-MMLU | Ko-HellaSwag | Ko-CommonGen V2 | Ko-ARC-Easy | kobest | kobest_boolq | kobest_copa | kobest_hellaswag | kobest_sentineg | kobest_wic |
| ----------------------------------- | ----------- | ----------------- | ------- | ------------ | --------------- | ----------- | ------ | ------------ | ----------- | ---------------- | --------------- | ---------- |
| davidkim205/nox-solar-10.7b-v4      | 69.48       | 63.16             | 48.59   | 85.93        | 87.21           | 71.16       | 60.8   | 55.91        | 77.5        | 57               | 89.67           | 48.81      |