|
--- |
|
license: cc-by-4.0 |
|
library_name: transformers |
|
tags: |
|
- mergekit |
|
- merge |
|
base_model: |
|
- teknium/OpenHermes-2.5-Mistral-7B |
|
- NeverSleep/Noromaid-7B-0.4-DPO |
|
- mistralai/Mistral-7B-v0.1 |
|
- Open-Orca/Mistral-7B-OpenOrca |
|
- cognitivecomputations/samantha-1.1-westlake-7b |
|
model-index: |
|
- name: Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 |
|
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: 65.87 |
|
name: normalized accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 |
|
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: 85.48 |
|
name: normalized accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 |
|
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: 64.5 |
|
name: accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 |
|
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: 51.92 |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 |
|
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: 80.35 |
|
name: accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 |
|
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: 58.68 |
|
name: accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=giraffe176/Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 |
|
name: Open LLM Leaderboard |
|
--- |
|
# Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1 |
|
|
|
This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit). |
|
|
|
## Merge Details |
|
### Merge Method |
|
|
|
This model was merged using the [DARE](https://arxiv.org/abs/2311.03099) [TIES](https://arxiv.org/abs/2306.01708) merge method using [mistralai/Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) as a base. |
|
|
|
### Models Merged |
|
|
|
The following models were included in the merge: |
|
* [teknium/OpenHermes-2.5-Mistral-7B](https://huggingface.co/teknium/OpenHermes-2.5-Mistral-7B) |
|
* [NeverSleep/Noromaid-7B-0.4-DPO](https://huggingface.co/NeverSleep/Noromaid-7B-0.4-DPO) |
|
* [Open-Orca/Mistral-7B-OpenOrca](https://huggingface.co/Open-Orca/Mistral-7B-OpenOrca) |
|
* [cognitivecomputations/samantha-1.1-westlake-7b](https://huggingface.co/cognitivecomputations/samantha-1.1-westlake-7b) |
|
|
|
### Configuration |
|
|
|
The following YAML configuration was used to produce this model: |
|
|
|
```yaml |
|
models: |
|
- model: mistralai/Mistral-7B-v0.1 |
|
# No parameters necessary for base model |
|
- model: cognitivecomputations/samantha-1.1-westlake-7b |
|
parameters: |
|
density: 0.59 |
|
weight: 0.15 |
|
- model: NeverSleep/Noromaid-7B-0.4-DPO |
|
parameters: |
|
density: 0.59 |
|
weight: 0.3 |
|
- model: teknium/OpenHermes-2.5-Mistral-7B |
|
parameters: |
|
density: 0.49 |
|
weight: 0.3 |
|
- model: Open-Orca/Mistral-7B-OpenOrca |
|
parameters: |
|
density: 0.49 |
|
weight: 0.25 |
|
merge_method: dare_ties |
|
base_model: mistralai/Mistral-7B-v0.1 |
|
parameters: |
|
int8_mask: true |
|
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_giraffe176__Open_Maid_Samantha_Hermes_Orca_dare_tiesv0.1) |
|
|
|
| Metric |Value| |
|
|---------------------------------|----:| |
|
|Avg. |67.80| |
|
|AI2 Reasoning Challenge (25-Shot)|65.87| |
|
|HellaSwag (10-Shot) |85.48| |
|
|MMLU (5-Shot) |64.50| |
|
|TruthfulQA (0-shot) |51.92| |
|
|Winogrande (5-shot) |80.35| |
|
|GSM8k (5-shot) |58.68| |
|
|
|
|
