|
--- |
|
base_model: |
|
- unsloth/Meta-Llama-3.1-8B |
|
- unsloth/Meta-Llama-3.1-8B-Instruct |
|
library_name: transformers |
|
tags: |
|
- mergekit |
|
- merge |
|
model-index: |
|
- name: Meta-Llama-3.1-8B-Instruct-TIES |
|
results: |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: IFEval (0-Shot) |
|
type: HuggingFaceH4/ifeval |
|
args: |
|
num_few_shot: 0 |
|
metrics: |
|
- type: inst_level_strict_acc and prompt_level_strict_acc |
|
value: 54.24 |
|
name: strict accuracy |
|
source: |
|
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=T145/Meta-Llama-3.1-8B-Instruct-TIES |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: BBH (3-Shot) |
|
type: BBH |
|
args: |
|
num_few_shot: 3 |
|
metrics: |
|
- type: acc_norm |
|
value: 29.77 |
|
name: normalized accuracy |
|
source: |
|
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=T145/Meta-Llama-3.1-8B-Instruct-TIES |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: MATH Lvl 5 (4-Shot) |
|
type: hendrycks/competition_math |
|
args: |
|
num_few_shot: 4 |
|
metrics: |
|
- type: exact_match |
|
value: 20.02 |
|
name: exact match |
|
source: |
|
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=T145/Meta-Llama-3.1-8B-Instruct-TIES |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: GPQA (0-shot) |
|
type: Idavidrein/gpqa |
|
args: |
|
num_few_shot: 0 |
|
metrics: |
|
- type: acc_norm |
|
value: 5.93 |
|
name: acc_norm |
|
source: |
|
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=T145/Meta-Llama-3.1-8B-Instruct-TIES |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: MuSR (0-shot) |
|
type: TAUR-Lab/MuSR |
|
args: |
|
num_few_shot: 0 |
|
metrics: |
|
- type: acc_norm |
|
value: 8.04 |
|
name: acc_norm |
|
source: |
|
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=T145/Meta-Llama-3.1-8B-Instruct-TIES |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: MMLU-PRO (5-shot) |
|
type: TIGER-Lab/MMLU-Pro |
|
config: main |
|
split: test |
|
args: |
|
num_few_shot: 5 |
|
metrics: |
|
- type: acc |
|
value: 30.89 |
|
name: accuracy |
|
source: |
|
url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=T145/Meta-Llama-3.1-8B-Instruct-TIES |
|
name: Open LLM Leaderboard |
|
--- |
|
# Rombo Llama Merge Test |
|
|
|
This merge provides a baseline for performance when the instruct model is merged on the base. |
|
It follows Rombodawg's merge method on Qwen models, and should prove if it works with Llama models. |
|
Running hypothesis is that the IFEval benchmark will get nuked. |
|
A success will be little to no performance change over the vanilla instruct model. |
|
|
|
## Merge Details |
|
### Merge Method |
|
|
|
This model was merged using the [TIES](https://arxiv.org/abs/2306.01708) merge method using [unsloth/Meta-Llama-3.1-8B](https://huggingface.co/unsloth/Meta-Llama-3.1-8B) as a base. |
|
|
|
### Models Merged |
|
|
|
The following models were included in the merge: |
|
* [unsloth/Meta-Llama-3.1-8B-Instruct](https://huggingface.co/unsloth/Meta-Llama-3.1-8B-Instruct) |
|
|
|
### Configuration |
|
|
|
The following YAML configuration was used to produce this model: |
|
|
|
```yaml |
|
base_model: unsloth/Meta-Llama-3.1-8B |
|
dtype: bfloat16 |
|
merge_method: ties |
|
parameters: |
|
density: 1.0 |
|
weight: 1.0 |
|
slices: |
|
- sources: |
|
- layer_range: [0, 32] |
|
model: unsloth/Meta-Llama-3.1-8B-Instruct |
|
parameters: |
|
density: 1.0 |
|
weight: 1.0 |
|
- layer_range: [0, 32] |
|
model: unsloth/Meta-Llama-3.1-8B |
|
tokenizer_source: unsloth/Meta-Llama-3.1-8B-Instruct |
|
``` |
|
|
|
# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) |
|
Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/T145__Meta-Llama-3.1-8B-Instruct-TIES-details)! |
|
Summarized results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/contents/viewer/default/train?q=T145/Meta-Llama-3.1-8B-Instruct-TIES)! |
|
|
|
| Metric |% Value| |
|
|-------------------|------:| |
|
|Avg. | 24.81| |
|
|IFEval (0-Shot) | 54.24| |
|
|BBH (3-Shot) | 29.77| |
|
|MATH Lvl 5 (4-Shot)| 20.02| |
|
|GPQA (0-shot) | 5.93| |
|
|MuSR (0-shot) | 8.04| |
|
|MMLU-PRO (5-shot) | 30.89| |
|
|
|
|