---
license: apache-2.0
datasets:
- wenbopan/Fusang-v1
- wenbopan/OpenOrca-zh-20k
language:
- zh
- en
---

# Fi-9B

Fi-9B is an improved [Yi-9B-200K](https://huggingface.co/01-ai/Yi-9B-200K) with extensive instruction tuning on [Fusang-V1](https://huggingface.co/datasets/wenbopan/Fusang-v1). 

Compare to Yi-9B-200K, Fi-9B gains greater capability at various downstream tasks and long-context modeling thanks to large-scale synthestic data in Fusang-V1.

## Performance

### Fact-based Evaluation

Fi is competitive amongst all models at ~9B size range:

| **Metric** | **winogrande** | **hellaswag** | **truthfulqa** | **ai2_arc** |
| ---------- | -------------- | ------------- | -------------- | ----------- |
| Yi-9B-200K | 0.7167         | 0.5672        | 0.3380         | 0.6925      |
| Fi-9B-200K | 0.7111         | **0.5728**    | **0.4086**     | **0.7258**  |

### Long-context Modeling

Fi make even further progresses than Yi-9B-200K, which is already impressive in terms of handling long-range tasks:

Results on LongBench:

| **Name**        | **Average_zh** | **Average_en** | **Code Completion** |
|-----------------|----------------|----------------|---------------------|
| Yi-9B-200K      | 30.288         | 36.7071        | 72.2                |
| Fi-9B-200K      | **41.092**     | **40.9536**    | 46.0                |

Detailed score decomposition on LongBench

| **Name**        | **Few-shot Learning_en** | **Synthetic Tasks_en** | **Single-Doc QA_en** | **Multi-Doc QA_en** | **Summarization_en** | **Few-shot Learning_zh** | **Synthetic Tasks_zh** | **Single-Doc QA_zh** | **Multi-Doc QA_zh** | **Summarization_zh** |
|-----------------|--------------------------|------------------------|----------------------|---------------------|----------------------|--------------------------|------------------------|----------------------|---------------------|----------------------|
| Yi-9B-200K      | 60.6                     | 22.8                   | 30.9                 | 38.9                | 25.8                 | 46.5                     | 28.0                   | 49.6                 | 17.7                | 9.7                  |
| Fi-9B-200K      | **63.8**                 | **40.2**               | **36.2**             | 38.0                | **26.3**             | 30.0                     | **75.1**               | **55.6**             | **30.7**            | **14.1**             |

<!--### Performance on Preference TODO-->

### Bilingual Ability

Coming soon...

## How to use Fi

Coming soon...

## Current Limitations

This version of Fi-9B may not be able to stop generation in some scenarios. I will fix that soon.

Compare to the original Yi-9B-200K, Fi-9B has degraded ability for code completion. This may due to lack of raw code data during instruction tuning.