uukuguy/speechless-instruct-mistral-7b-v0.2

Model

0

stars

3

commits

1

linked in READMEs

May 26, 2024

updated

code
endpoints_compatible
mistral
model-index
safetensors
text-generation
text-generation-inference
transformers

README

speechless-instruct-mistral-7b-v0.2

Code: https://github.com/uukuguy/speechless

Use the following dataset to fine-tune mistralai/Mistral-7B-v0.2 in order to improve the model's reasoning and planning abilities.

Total 201,981 samples.

  • jondurbin/airoboros-2.2: Filter categories related to coding, reasoning and planning. 23,462 samples.
  • Open-Orca/OpenOrca: Filter the 'cot' category in 1M GPT4 dataset. 74,440 samples.
  • garage-bAInd/Open-Platypus: 100%, 24,926 samples.
  • WizardLM/WizardLM_evol_instruct_V2_196k: Coding coversation part. 30,185 samples
  • TokenBender/python_eval_instruct_51k: “python” in output .40,309 samples
  • Spider: 8,659 samples

How to Prompt the Model

This model accepts the Alpaca instruction format.

For example:

You are an intelligent programming assistant.

### Instruction:
Implement a linked list in C++

### Response:

HumanEval

MetricValue
humaneval-python

Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)

CodeLlama-34B-Python: 53.29

CodeLlama-34B-Instruct: 50.79

CodeLlama-13B-Instruct: 50.6

CodeLlama-34B: 45.11

CodeLlama-13B-Python: 42.89

CodeLlama-13B: 35.07

Open LLM Leaderboard

MetricValue
ARC58.79
HellaSwag81.89
MMLU61.27
TruthfulQA49.85
Winoground78.22
GSM8K56.33
Average64.39

Contributors

uukuguy

3 commits

uukuguy/speechless-instruct-mistral-7b-v0.2

Model

0

stars

3

commits

1

linked in READMEs

May 26, 2024

updated

code
endpoints_compatible
mistral
model-index
safetensors
text-generation
text-generation-inference
transformers

README

speechless-instruct-mistral-7b-v0.2

Code: https://github.com/uukuguy/speechless

Use the following dataset to fine-tune mistralai/Mistral-7B-v0.2 in order to improve the model's reasoning and planning abilities.

Total 201,981 samples.

  • jondurbin/airoboros-2.2: Filter categories related to coding, reasoning and planning. 23,462 samples.
  • Open-Orca/OpenOrca: Filter the 'cot' category in 1M GPT4 dataset. 74,440 samples.
  • garage-bAInd/Open-Platypus: 100%, 24,926 samples.
  • WizardLM/WizardLM_evol_instruct_V2_196k: Coding coversation part. 30,185 samples
  • TokenBender/python_eval_instruct_51k: “python” in output .40,309 samples
  • Spider: 8,659 samples

How to Prompt the Model

This model accepts the Alpaca instruction format.

For example:

You are an intelligent programming assistant.

### Instruction:
Implement a linked list in C++

### Response:

HumanEval

MetricValue
humaneval-python

Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)

CodeLlama-34B-Python: 53.29

CodeLlama-34B-Instruct: 50.79

CodeLlama-13B-Instruct: 50.6

CodeLlama-34B: 45.11

CodeLlama-13B-Python: 42.89

CodeLlama-13B: 35.07

Open LLM Leaderboard

MetricValue
ARC58.79
HellaSwag81.89
MMLU61.27
TruthfulQA49.85
Winoground78.22
GSM8K56.33
Average64.39

Contributors

uukuguy

3 commits