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---
license: apache-2.0
---
<style>
img{
user-select: none;
transition: all 0.2s ease;
border-radius: .5rem;
}
img:hover{
transform: rotate(2deg);
filter: invert(100%);
}
@import url('https://fonts.googleapis.com/css2?family=Vollkorn:ital,wght@0,400..900;1,400..900&display=swap');
</style>
<div style="background-color: transparent; border-radius: .5rem; padding: 2rem; font-family: monospace; font-size: .85rem; text-align: justify;">
arco consistently outperforms every sota model below 600m parameters as well as some 1b base models on average on 5 core benchmarks and is competitive with the best 0.7b-1b llms. arco is a merge of multiple internal models fine-tuned on a diverse set of styles and finally merged with the several models (including palmer-004-turbo and danube3-chat), followed by a merge with base model to preserve knowledge.
#### prompt
there is no prompt intentionally set but this one worked really good for me:
```
The following is a conversation between a super smart AI assistant and an user.
user: <your question>
assistant:
```
#### benchmarks
zero-shot evaluations performed on current sota ~0.5b models.
| Parameters | Model | MMLU | ARC-C | HellaSwag | PIQA | Winogrande | Average |
| -----------|--------------------------------|-------|-------|-----------|--------|------------|---------|
| 0.5b | qwen2 |**44.13**| 28.92| 49.05 | 69.31 | 56.99 | 49.68 |
| 1.1b | tinyllama | 25.77| 30.29| 59.35 | 73.29 | 59.59 | 49.66 |
| 0.5b | danube3-base | 24.81| 36.18| 60.46| 73.78 | 61.01 | 51.25 |
| 0.5b | danube3-chat | 25.54 | 36.26 | 60.72 | 74.32 | 61.40 | 51.64 |
| 0.5b | palmer-004-turbo | 27.36|35.58|61.79|73.67 | 61.17 |51.91|
| 1.1b | palmer-004 |26.61 | 34.90|61.73 |**74.81**|**64.17**|52.44|
| 0.5b | arco |26.17|**37.29**|**62.88**|74.37|62.27|**52.60**|
#### supporters
<a href="https://ko-fi.com/appvoid" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/v2/default-yellow.png" alt="Buy Me A Coffee" style="height: 34px !important; margin-top: -4px;width: 128px !important; filter: contrast(2) grayscale(100%) brightness(100%);" ></a>
### trivia
arco comes from spanish word "bow" which is always associated with arrows and hence, speed.
</div> |