Downloads · 30 days
59
0% of all-time downloads
Orca2-13B-selfmerge-26B
vmajor/Orca2-13B-selfmerge-26B
Orca2-13B-selfmerge-26B is a text generation model from vmajor. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as ms-pl.
This model is a result of merging Orca2-13B with itself using 'mergekit-legacy'. Merge parameters were --weight 0.5 --density 0.5
All-time downloads
53.6K
Public
Parameters
13B
26 GB on disk
Likes
2
Public
Repo makeup
Click a slice to open those files.
.safetensors26 GB · 100%
At a glance
- Task
- Text Generation
- Library
- transformers
- License
- ms-pl
- Model type
- llama
- Access
- Public
- Created
- Dec 1, 2023
- Updated
- Dec 19, 2023
- SHA
- 2df764f6
Try a prompt
Model card
From the Hugging Face model README
This model is a result of merging Orca2-13B with itself using 'mergekit-legacy'. Merge parameters were --weight 0.5 --density 0.5
This merged model showed marginal improvement in perplexity scores:
| Model | Perplexity |
|---|---|
| microsoft/Orca-2-13b | 7.595028877258301 |
| vmajor/Orca2-13B-selfmerge-26B | 7.550178050994873 |
| vmajor/Orca2-13B-selfmerge-39B | NC |
Benchmark Results
The following table summarizes the model performance across a range of benchmarks:
| Model | Average | ARC | HellaSwag | MMLU | TruthfulQA | Winogrande | GSM8K |
|---|---|---|---|---|---|---|---|
| microsoft/Orca-2-13b | 58.64 | 60.67 | 79.81 | 60.37 | 56.41 | 76.64 | 17.97 |
| vmajor/Orca2-13B-selfmerge-26B | 62.24 | 60.84 | 79.84 | 60.32 | 56.38 | 76.87 | 39.2 |
| vmajor/Orca2-13B-selfmerge-39B | 62.24 | 60.84 | 79.84 | 60.32 | 56.38 | 76.87 | 39.2 |
Interestingly the GSM8K performance more than doubled with the first self merge. Second self merge resulting in the 39B model did not produce any further gains.
license: ms-pl
- Task
- Text Generation
- Library
- transformers
- Type
- llama
- License
- ms-pl
- Created
- Dec 1, 2023
- Updated
- Dec 19, 2023