159 lines
4.4 KiB
Markdown
159 lines
4.4 KiB
Markdown
|
|
---
|
||
|
|
license: apache-2.0
|
||
|
|
library_name: transformers
|
||
|
|
tags:
|
||
|
|
- mergekit
|
||
|
|
- merge
|
||
|
|
base_model:
|
||
|
|
- NeuralNovel/Senzu-7B-v0.1-DPO
|
||
|
|
- senseable/WestLake-7B-v2
|
||
|
|
model-index:
|
||
|
|
- name: WestSenzu-Swap-7B
|
||
|
|
results:
|
||
|
|
- task:
|
||
|
|
type: text-generation
|
||
|
|
name: Text Generation
|
||
|
|
dataset:
|
||
|
|
name: AI2 Reasoning Challenge (25-Shot)
|
||
|
|
type: ai2_arc
|
||
|
|
config: ARC-Challenge
|
||
|
|
split: test
|
||
|
|
args:
|
||
|
|
num_few_shot: 25
|
||
|
|
metrics:
|
||
|
|
- type: acc_norm
|
||
|
|
value: 68.34
|
||
|
|
name: normalized accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Aryanne/WestSenzu-Swap-7B
|
||
|
|
name: Open LLM Leaderboard
|
||
|
|
- task:
|
||
|
|
type: text-generation
|
||
|
|
name: Text Generation
|
||
|
|
dataset:
|
||
|
|
name: HellaSwag (10-Shot)
|
||
|
|
type: hellaswag
|
||
|
|
split: validation
|
||
|
|
args:
|
||
|
|
num_few_shot: 10
|
||
|
|
metrics:
|
||
|
|
- type: acc_norm
|
||
|
|
value: 85.7
|
||
|
|
name: normalized accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Aryanne/WestSenzu-Swap-7B
|
||
|
|
name: Open LLM Leaderboard
|
||
|
|
- task:
|
||
|
|
type: text-generation
|
||
|
|
name: Text Generation
|
||
|
|
dataset:
|
||
|
|
name: MMLU (5-Shot)
|
||
|
|
type: cais/mmlu
|
||
|
|
config: all
|
||
|
|
split: test
|
||
|
|
args:
|
||
|
|
num_few_shot: 5
|
||
|
|
metrics:
|
||
|
|
- type: acc
|
||
|
|
value: 64.14
|
||
|
|
name: accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Aryanne/WestSenzu-Swap-7B
|
||
|
|
name: Open LLM Leaderboard
|
||
|
|
- task:
|
||
|
|
type: text-generation
|
||
|
|
name: Text Generation
|
||
|
|
dataset:
|
||
|
|
name: TruthfulQA (0-shot)
|
||
|
|
type: truthful_qa
|
||
|
|
config: multiple_choice
|
||
|
|
split: validation
|
||
|
|
args:
|
||
|
|
num_few_shot: 0
|
||
|
|
metrics:
|
||
|
|
- type: mc2
|
||
|
|
value: 50.43
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Aryanne/WestSenzu-Swap-7B
|
||
|
|
name: Open LLM Leaderboard
|
||
|
|
- task:
|
||
|
|
type: text-generation
|
||
|
|
name: Text Generation
|
||
|
|
dataset:
|
||
|
|
name: Winogrande (5-shot)
|
||
|
|
type: winogrande
|
||
|
|
config: winogrande_xl
|
||
|
|
split: validation
|
||
|
|
args:
|
||
|
|
num_few_shot: 5
|
||
|
|
metrics:
|
||
|
|
- type: acc
|
||
|
|
value: 82.48
|
||
|
|
name: accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Aryanne/WestSenzu-Swap-7B
|
||
|
|
name: Open LLM Leaderboard
|
||
|
|
- task:
|
||
|
|
type: text-generation
|
||
|
|
name: Text Generation
|
||
|
|
dataset:
|
||
|
|
name: GSM8k (5-shot)
|
||
|
|
type: gsm8k
|
||
|
|
config: main
|
||
|
|
split: test
|
||
|
|
args:
|
||
|
|
num_few_shot: 5
|
||
|
|
metrics:
|
||
|
|
- type: acc
|
||
|
|
value: 52.62
|
||
|
|
name: accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Aryanne/WestSenzu-Swap-7B
|
||
|
|
name: Open LLM Leaderboard
|
||
|
|
---
|
||
|
|
|
||
|
|
It's experimental, but seems fine for me, I didn't run it deeply yet but should be good for Role-play 😈 considering the two merged models, feel free to leave a suggestion or feedback.
|
||
|
|
|
||
|
|
This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit)(my experimental branch swapping [here](https://github.com/Ar57m/mergekit/tree/swapping) )
|
||
|
|
|
||
|
|
## Merge Details
|
||
|
|
### Merge Method
|
||
|
|
|
||
|
|
This model was merged using the task_swapping merge method using [NeuralNovel/Senzu-7B-v0.1-DPO](https://huggingface.co/NeuralNovel/Senzu-7B-v0.1-DPO) as a base.
|
||
|
|
|
||
|
|
### Models Merged
|
||
|
|
|
||
|
|
The following models were included in the merge:
|
||
|
|
* [senseable/WestLake-7B-v2](https://huggingface.co/senseable/WestLake-7B-v2)
|
||
|
|
|
||
|
|
### Configuration
|
||
|
|
|
||
|
|
The following YAML configuration was used to produce this model:
|
||
|
|
|
||
|
|
```yaml
|
||
|
|
merge_method: task_swapping
|
||
|
|
base_model: NeuralNovel/Senzu-7B-v0.1-DPO
|
||
|
|
models:
|
||
|
|
- model: senseable/WestLake-7B-v2
|
||
|
|
parameters:
|
||
|
|
weight: 0.75
|
||
|
|
diagonal_offset: 2 #it doesn't do anything when you use random_mask
|
||
|
|
random_mask: 0.3333
|
||
|
|
random_mask_seed: 98557
|
||
|
|
dtype: bfloat16
|
||
|
|
```
|
||
|
|
|
||
|
|
# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
|
||
|
|
Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_Aryanne__WestSenzu-Swap-7B)
|
||
|
|
|
||
|
|
| Metric |Value|
|
||
|
|
|---------------------------------|----:|
|
||
|
|
|Avg. |67.28|
|
||
|
|
|AI2 Reasoning Challenge (25-Shot)|68.34|
|
||
|
|
|HellaSwag (10-Shot) |85.70|
|
||
|
|
|MMLU (5-Shot) |64.14|
|
||
|
|
|TruthfulQA (0-shot) |50.43|
|
||
|
|
|Winogrande (5-shot) |82.48|
|
||
|
|
|GSM8k (5-shot) |52.62|
|
||
|
|
|