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liminerity_-_dhbacmes-3b-slerp-4bits
RichardErkhov/liminerity_-_dhbacmes-3b-slerp-4bits
liminerity_-_dhbacmes-3b-slerp-4bits is a machine learning model from RichardErkhov. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
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Model card
From the Hugging Face model README
Quantization made by Richard Erkhov.
dhbacmes-3b-slerp - bnb 4bits
- Model creator: https://huggingface.co/liminerity/
- Original model: https://huggingface.co/liminerity/dhbacmes-3b-slerp/
Original model description:
license: apache-2.0 tags:
- merge
- mergekit
- lazymergekit
- liminerity/herbaccbaccules-3b-slerp
- KnutJaegersberg/Deita-2b model-index:
- name: dhbacmes-3b-slerp
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: 45.22 name: normalized accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=liminerity/dhbacmes-3b-slerp 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: 70.77 name: normalized accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=liminerity/dhbacmes-3b-slerp 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: 52.94 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=liminerity/dhbacmes-3b-slerp 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: 40.41 source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=liminerity/dhbacmes-3b-slerp 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: 65.11 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=liminerity/dhbacmes-3b-slerp 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: 43.67 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=liminerity/dhbacmes-3b-slerp name: Open LLM Leaderboard
- 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:
dhbacmes-3b-slerp
dhbacmes-3b-slerp is a merge of the following models using mergekit:
🧩 Configuration
slices:
- sources:
- model: liminerity/herbaccbaccules-3b-slerp
layer_range: [0, 40]
- model: KnutJaegersberg/Deita-2b
layer_range: [0, 40]
merge_method: slerp
base_model: liminerity/herbaccbaccules-3b-slerp
parameters:
t:
- filter: self_attn
value: [0, 0.5, 0.3, 0.7, 1]
- filter: mlp
value: [1, 0.5, 0.7, 0.3, 0]
- value: 0.5
dtype: float16
Open LLM Leaderboard Evaluation Results
Detailed results can be found here
| Metric | Value |
|---|---|
| Avg. | 53.02 |
| AI2 Reasoning Challenge (25-Shot) | 45.22 |
| HellaSwag (10-Shot) | 70.77 |
| MMLU (5-Shot) | 52.94 |
| TruthfulQA (0-shot) | 40.41 |
| Winogrande (5-shot) | 65.11 |
| GSM8k (5-shot) | 43.67 |
- Type
- llama
- Created
- Mar 14, 2025
- Updated
- Mar 14, 2025