| | --- |
| | language: |
| | - en |
| | library_name: transformers |
| | pipeline_tag: text-generation |
| | datasets: |
| | - jondurbin/airoboros-2.2 |
| | - Open-Orca/OpenOrca |
| | - garage-bAInd/Open-Platypus |
| | - WizardLM/WizardLM_evol_instruct_V2_196k |
| | - TokenBender/python_eval_instruct_51k |
| | - ise-uiuc/Magicoder-OSS-Instruct-75K |
| | - meta-math/MetaMathQA |
| | tags: |
| | - code |
| | license: apache-2.0 |
| | model-index: |
| | - name: SpeechlessCoder |
| | results: |
| | - task: |
| | type: text-generation |
| | dataset: |
| | type: openai_humaneval |
| | name: HumanEval |
| | metrics: |
| | - name: pass@1 |
| | type: pass@1 |
| | value: |
| | verified: false |
| | --- |
| | |
| | <p><h1> speechless-code-mistral-7b-v2.0 </h1></p> |
| |
|
| | Code: https://github.com/uukuguy/speechless |
| |
|
| | Use the following dataset to fine-tune mistralai/Mistral-7B-v0.1 in order to improve the model's reasoning and planning abilities. |
| |
|
| | Total 343,370 samples 603 MB |
| |
|
| | - jondurbin/airoboros-2.2: Filter categories related to coding, reasoning and planning. 21,923 samples. |
| | - Open-Orca/OpenOrca: Filter the 'cot' category in 1M GPT4 dataset. 62,973 samples. |
| | - garage-bAInd/Open-Platypus: 100%, 22,760 samples. |
| | - WizardLM/WizardLM_evol_instruct_V2_196k: Coding coversation part. 30,077 samples |
| | - TokenBender/python_eval_instruct_51k: “python” in output .39,596 samples |
| | - OpenHermes code block in output 18,969 samples |
| | - CollectiveCognition-2023-09-27 200 samples |
| | - ise-uiuc/Magicoder-OSS-Instruct-75K 75,197 samples |
| | - meta-math/MetaMathQA 20% 395K 71,706 samples |
| | |
| | ## HumanEval |
| | |
| | | Metric | Value | |
| | | --- | --- | |
| | | 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 |
| | |
| | ## lm-evaluation-harness |
| | |
| | [Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) |
| | | Metric | Value | |
| | | --- | --- | |
| | | ARC || |
| | | HellaSwag | | |
| | | MMLU | | |
| | | TruthfulQA | | |
| | | Average | | |
| | |
| | |