33 lines
1.4 KiB
Markdown
33 lines
1.4 KiB
Markdown
|
---
|
||
|
|
license: ms-pl
|
||
|
|
tags:
|
||
|
|
- merge
|
||
|
|
---
|
||
|
|
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
|
||
|
|
---
|