File size: 2,100 Bytes
fe41e37 6235368 7760f7e 6235368 b1a6f60 6235368 fe41e37 adb46a6 fe41e37 |
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 |
---
license: apache-2.0
language:
- en
pipeline_tag: text-generation
datasets:
- appvoid/no-prompt-15k
---
# palmer
### a better base model
palmer is a series of ~1b parameters language models fine-tuned to be used as base models instead of using custom prompts for tasks. This means that it can be further fine-tuned on more data with custom prompts as usual or be used for downstream tasks as any base model you can get. The model has the best of both worlds: some "bias" to act as an assistant, but also the abillity to predict the next-word from its internet knowledge base. It's a 1.1b llama 2 model so you can use it with your favorite tools/frameworks.
### evaluation
```
Model ARC_C HellaSwag PIQA Winogrande Average
tinyllama-2 | 0.2807 | 0.5463 | 0.7067 | 0.5683 | 0.5255 |
palmer-001 | 0.2807 | 0.5524 | 0.7106 | 0.5896 | 0.5333 |
babbage-001 | 0.2944 | 0.5448 | 0.7410 | 0.5935 | 0.5434 |
deacon-1b | 0.2944 | 0.5727 | 0.7040 | 0.5801 | 0.5434 |
tinyllama-3 | 0.3029 | 0.5935 | 0.7329 | 0.5959 | 0.5563 |
tinyllama-2.5 | 0.3191 | 0.5896 | 0.7307 | 0.5872 | 0.5566 |
palmer-002 | 0.3242 | 0.5956 | 0.7345 | 0.5888 | 0.5607 |
babbage-002 | 0.3285 | 0.6380 | 0.7606 | 0.6085 | 0.5839 |
# note that this is a zero-shot setting as opposite to open llm leaderboard's few-shot evals.
```
This model shows exceptional performance and as of now is the best tinyllama-size base model. Furthermore, this proves LIMA paper point and serves as a good open-source alternative to openai's `babbage-002`.
### training
Training took ~3.5 P100 gpu hours. It was trained on 15,000 gpt-4 shuffled samples. palmer was fine-tuned using lower learning rates ensuring it keeps as much general knowledge as possible.
### prompt
```
no prompt
```
<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: 48px !important;width: 180px !important; filter: invert(70%);" ></a> |