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license: apache-2.0
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# Model Card for MediaTek Research Breeze-7B-FC-v1_0



## Performance

| Models                                                                                     | #Parameters | Organization | License    | Function Calling? | Instrustion Following? |
|--------------------------------------------------------------------------------------------|-------------|------------|------------|-------------------|----------|
| [Breeze-7B-Instruct-v1_0](https://huggingface.co/MediaTek-Research/Breeze-7B-Instruct-v1_0)| 7B          | MediaTek Research | Apache 2.0 | No               | Yes       |
| [**Breeze-7B-FC-v1_0**](https://huggingface.co/MediaTek-Research/Breeze-7B-FC-v1_0)        | 7B          | MediaTek Research | Apache 2.0 | Yes               | Yes      |
| [Gorilla-OpenFunctions-v2](https://huggingface.co/MediaTek-Research/Breeze-7B-FC-v1_0)     | 7B          | Gorilla LLM | Apache 2.0 | Yes               | No       |
| [GPT-3.5-Turbo-0125](https://openai.com)                                                   |             | OpenAI | Proprietary| Yes               | Yes      |

📌 **Evaluate function calling on EN benchmark**

Berkeley function-calling leaderboard

| Models                            | ↑ Overall | Irrelevance<br/>Detection | AST/<br/>Simple | AST/<br/>Multiple | AST/<br/>Parallel | AST/<br/>Parallel-Multiple  | Exec/<br/>Simple | Exec/<br/>Multiple | Exec/<br/>Parallel | Exec/<br/>Parallel-Multiple  | 
|-----------------------------------|----------|---------------------|------------|--------------|--------------|------------------------|--------------|---------------------|---------------------|-------------------------------|
| **Breeze-7B-FC-v1_0 (FC)**        | 86.01 |  74.58 | 90.00 | 93.00 | 82.00 | 83.00 | 98.00 | 92.00 | 88.00 | 75.00 |
| Gorilla-OpenFunctions-v2 (FC)     | 85.95 |  60.00 | 94.25 | 95.50 | 86.50 | 86.00 | 97.00 | 96.00 | 80.00 | 75.00 |
| GPT-3.5-Turbo-0125 (FC)           | 72.77 |  4.58  | 87.75 | 90.50 | 88.50 | 82.50 | 91.00 | 82.00 | 78.00 | 52.50 |

![](misc/radar_chart_en.png)

📌 **Evaluate function calling on ZHTW benchmark**

function-calling-leaderboard-for-zhtw

| Models                            | ↑ Overall | Irrelevance<br/>Detection | AST/<br/>Simple | AST/<br/>Multiple | AST/<br/>Parallel | AST/<br/>Parallel-Multiple  | Exec/<br/>Simple | Exec/<br/>Multiple | Exec/<br/>Parallel | Exec/<br/>Parallel-Multiple  | 
|-----------------------------------|----------|---------------------|------------|--------------|--------------|------------------------|--------------|---------------------|---------------------|-------------------------------|
| **Breeze-7B-FC-v1_0 (FC)**        | 77.70 |  71.67 | 82.00 |	86.50 |	76.00 |	65.50 |	87.00 |	88.00 |	80.00 |	57.50 |
| Gorilla-OpenFunctions-v2 (FC)     | 75.68 |  53.75 | 84.75 |	86.50 |	72.50 |	68.00 |	92.00 |	92.00 |	62.00 |	72.50 |
| GPT-3.5-Turbo-0125 (FC)           | 66.15 |  7.50  | 83.75 |	83.50 |	73.00 |	65.50 |	88.00 |	84.00 |	72.00 |	40.00 |

![](misc/radar_chart_zhtw.png)

📌 **Evaluate instrustion following on ZHTW benchmark**

MT-Bench-TC

| | Win | Tie | Lose |
|---|---|---|---|
| **Breeze-7B-FC-v1_0** *v.s.* Breeze-7B-Instruct-v1_0 | 42 (26.3%) | 71 (44.4%) | 47 (29.4%) |