File size: 1,393 Bytes
46cdde5 2df764f 46cdde5 24d0635 6d4e70c 24d0635 d56213c 24d0635 790ff90 46cdde5 |
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 |
---
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
--- |