--- license: apache-2.0 model-index: - name: freeze_KoSoLAR-10.7B-v0.2_1.4_dedup 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: 58.45 name: normalized accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jingyeom/freeze_KoSoLAR-10.7B-v0.2_1.4_dedup 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: 81.26 name: normalized accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jingyeom/freeze_KoSoLAR-10.7B-v0.2_1.4_dedup 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: 64.83 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jingyeom/freeze_KoSoLAR-10.7B-v0.2_1.4_dedup 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: 44.5 source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jingyeom/freeze_KoSoLAR-10.7B-v0.2_1.4_dedup 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: 79.08 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jingyeom/freeze_KoSoLAR-10.7B-v0.2_1.4_dedup 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: 32.22 name: accuracy source: url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=jingyeom/freeze_KoSoLAR-10.7B-v0.2_1.4_dedup name: Open LLM Leaderboard --- ## Model - base_model : yanolja/KoSOLAR-10.7B-v0.2 - training objective: freeze, instruction Tuning ## Dataset 공개 데이터 수집 - Deduplicating Training Data Makes Language Models Better 알고리즘 활용 - instruction version 1.4 ## Code ```python from transformers import AutoModelForCausalLM, AutoTokenizer import torch model_name = "jjingyeom/freeze_KoSoLAR-10.7B-v0.2_1.4_dedup" model = AutoModelForCausalLM.from_pretrained( model_name, ) tokenizer = AutoTokenizer.from_pretrained(model_name) ``` # [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_jingyeom__freeze_KoSoLAR-10.7B-v0.2_1.4_dedup) | Metric |Value| |---------------------------------|----:| |Avg. |60.06| |AI2 Reasoning Challenge (25-Shot)|58.45| |HellaSwag (10-Shot) |81.26| |MMLU (5-Shot) |64.83| |TruthfulQA (0-shot) |44.50| |Winogrande (5-shot) |79.08| |GSM8k (5-shot) |32.22|