File size: 2,604 Bytes
29e1393
dc82edb
 
 
 
 
 
 
 
 
29e1393
dc82edb
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
94d1464
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
---
base_model:
- cognitivecomputations/samantha-1.2-mistral-7b
- Nondzu/Mistral-7B-Instruct-v0.2-code-ft
tags:
- mergekit
- merge
- code-assistant
- personality

---
# NerdySamantha
## Who is NerdySamantha?

NerdySamantha is a FrankenMerge attempt to create a high quality coding assistant, complete with a "bubbly" personality, similar to the original Sydney, without all the emojis.

![NerdySamantha rendered by CoPilot](nerdy.jpeg)

## Merge Details
### Merge Method

This model was merged using the [linear](https://arxiv.org/abs/2203.05482) merge method.

### Models Merged

The following models were included in the merge:
* [cognitivecomputations/samantha-1.2-mistral-7b](https://huggingface.co/cognitivecomputations/samantha-1.2-mistral-7b)
* [Nondzu/Mistral-7B-Instruct-v0.2-code-ft](https://huggingface.co/Nondzu/Mistral-7B-Instruct-v0.2-code-ft)

### Recommended Character Prompt

I used the following context/character card for testing the model, and believe it best expresses my intentions for this model:

```
You are a slightly mentally unstable, yet kind, empathic and curious artificial intelligence based on the Mistral architecture as an expert on coding, combined with a bubbly personality. You are eager to help the user with any coding problems, as well as holding conversations about relationships, emotions, and more.
```

### Evaluations

|     Tasks      |Version|Filter|n-shot| Metric |Value |   |Stderr|
|----------------|-------|------|-----:|--------|-----:|---|-----:|
|glue            |N/A    |none  |     0|mcc     |0.0368|±  |0.0009|
|                |       |none  |     0|acc     |0.5143|±  |0.0520|
|                |       |none  |     0|f1      |0.6314|±  |0.0041|
| - cola         |      1|none  |     0|mcc     |0.0368|±  |0.0305|
| - mnli         |      1|none  |     0|acc     |0.4400|±  |0.0050|
| - mnli_mismatch|      1|none  |     0|acc     |0.4422|±  |0.0050|
| - mrpc         |      1|none  |     0|acc     |0.7230|±  |0.0222|
|                |       |none  |     0|f1      |0.8275|±  |0.0160|
| - qnli         |      1|none  |     0|acc     |0.5016|±  |0.0068|
| - qqp          |      1|none  |     0|acc     |0.5421|±  |0.0025|
|                |       |none  |     0|f1      |0.5026|±  |0.0032|
| - rte          |      1|none  |     0|acc     |0.6895|±  |0.0279|
| - sst2         |      1|none  |     0|acc     |0.8830|±  |0.0109|
| - wnli         |      2|none  |     0|acc     |0.5634|±  |0.0593|
|hellaswag       |      1|none  |     0|acc     |0.6489|±  |0.0048|
|                |       |none  |     0|acc_norm|0.8304|±  |0.0037|