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Model: CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct
Source: Original Platform

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README.md

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+---
+license: llama3.2
+datasets:
+- CarrotAI/Magpie-Ko-Pro-AIR
+- CarrotAI/Carrot
+- CarrotAI/ko-instruction-dataset
+language:
+- ko
+- en
+base_model:
+- meta-llama/Llama-3.2-3B-Instruct
+pipeline_tag: text-generation
+new_version: CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct-2412
+---
+
+![image/webp](https://cdn-uploads.huggingface.co/production/uploads/64633ebb39359568c63b52ad/VMYmYpoc0pQVSgZI0kme0.webp)
+
+## Model Description
+
+### Model Details
+- **Name**: Carrot Llama-3.2 Rabbit Ko
+- **Version**: 3B Instruct
+- **Base Model**: CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct
+- **Languages**: Korean, English
+- **Model Type**: Large Language Model (Instruction-tuned)
+
+### Training Process
+본 모델은 다음과 같은 주요 훈련 단계를 거쳤습니다:
+
+1. **SFT (Supervised Fine-Tuning)**
+   - 고품질 한국어 및 영어 데이터셋을 사용하여 기본 모델을 세부 조정
+
+### Limitations
+- 3B 파라미터 규모로 인한 복잡한 작업에서의 제한적 성능
+- 특정 도메인에 대한 깊이 있는 전문성 부족
+- 편향성 및 환각 가능성
+
+### Ethics Statement
+모델 개발 과정에서 윤리적 고려사항을 최대한 반영하였으나, 사용자는 항상 결과를 비판적으로 검토해야 합니다.
+
+### How to Use
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model = AutoModelForCausalLM.from_pretrained("CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct")
+tokenizer = AutoTokenizer.from_pretrained("CarrotAI/Llama-3.2-Rabbit-Ko-3B-Instruct")
+```
+
+## Score
+
+|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value |   |Stderr|
+|-----|------:|----------------|-----:|-----------|---|-----:|---|-----:|
+|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.6490|±  |0.0131|
+|     |       |strict-match    |     5|exact_match|↑  |0.0023|±  |0.0013|
+|gsm8k-ko|      3|flexible-extract|     5|exact_match|↑  |0.3275|±  |0.0134|
+|     |       |strict-match    |     5|exact_match|↑  |0.2737|±  |0.0134|
+|ifeval|      4|none           |     5|inst_level_loose_acc   |↑  |0.8058|±  |  N/A|
+|     |       |none            |     5|inst_level_strict_acc  |↑  |0.7686|±  |  N/A|
+|     |       |none            |     5|prompt_level_loose_acc |↑  |0.7320|±  |0.0191|
+|     |       |none            |     5|prompt_level_strict_acc|↑  |0.6858|±  |0.0200|
+
+|             Tasks             |Version|Filter|n-shot| Metric |   |Value |   |Stderr|
+|-------------------------------|------:|------|-----:|--------|---|-----:|---|-----:|
+|haerae                         |      1|none  |      |acc     |↑  |0.4180|±  |0.0148|
+|                               |       |none  |      |acc_norm|↑  |0.4180|±  |0.0148|
+| - haerae_general_knowledge    |      1|none  |     5|acc     |↑  |0.3125|±  |0.0350|
+|                               |       |none  |     5|acc_norm|↑  |0.3125|±  |0.0350|
+| - haerae_history              |      1|none  |     5|acc     |↑  |0.3404|±  |0.0347|
+|                               |       |none  |     5|acc_norm|↑  |0.3404|±  |0.0347|
+| - haerae_loan_word            |      1|none  |     5|acc     |↑  |0.4083|±  |0.0379|
+|                               |       |none  |     5|acc_norm|↑  |0.4083|±  |0.0379|
+| - haerae_rare_word            |      1|none  |     5|acc     |↑  |0.4815|±  |0.0249|
+|                               |       |none  |     5|acc_norm|↑  |0.4815|±  |0.0249|
+| - haerae_standard_nomenclature|      1|none  |     5|acc     |↑  |0.4771|±  |0.0405|
+|                               |       |none  |     5|acc_norm|↑  |0.4771|±  |0.0405|
+
+|     Tasks      |Version|Filter|n-shot| Metric |   |Value |   |Stderr|
+|----------------|------:|------|-----:|--------|---|-----:|---|------|
+|kobest_boolq    |      1|none  |     5|acc     |↑  |0.7664|±  |0.0113|
+|                |       |none  |     5|f1      |↑  |0.7662|±  |   N/A|
+|kobest_copa     |      1|none  |     5|acc     |↑  |0.5620|±  |0.0157|
+|                |       |none  |     5|f1      |↑  |0.5612|±  |   N/A|
+|kobest_hellaswag|      1|none  |     5|acc     |↑  |0.3840|±  |0.0218|
+|                |       |none  |     5|acc_norm|↑  |0.4900|±  |0.0224|
+|                |       |none  |     5|f1      |↑  |0.3807|±  |   N/A|
+|kobest_sentineg |      1|none  |     5|acc     |↑  |0.5869|±  |0.0247|
+|                |       |none  |     5|f1      |↑  |0.5545|±  |   N/A|
+|kobest_wic      |      1|none  |     5|acc     |↑  |0.4952|±  |0.0141|
+|                |       |none  |     5|f1      |↑  |0.4000|±  |   N/A|

config.json

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+{
+  "_name_or_path": "meta-llama/Llama-3.2-3B-Instruct",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": 128009,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 24,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 32.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": true,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.45.0.dev0",
+  "use_cache": false,
+  "vocab_size": 128256
+}

eval.txt

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+|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value |   |Stderr|
+|-----|------:|----------------|-----:|-----------|---|-----:|---|-----:|
+|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.6179|±  |0.0134|
+|     |       |strict-match    |     5|exact_match|↑  |0.6171|±  |0.0134|
+
+
+|     Tasks      |Version|Filter|n-shot| Metric |   |Value |   |Stderr|
+|----------------|------:|------|-----:|--------|---|-----:|---|------|
+|kobest_boolq    |      1|none  |     5|acc     |↑  |0.7664|±  |0.0113|
+|                |       |none  |     5|f1      |↑  |0.7662|±  |   N/A|
+|kobest_copa     |      1|none  |     5|acc     |↑  |0.5620|±  |0.0157|
+|                |       |none  |     5|f1      |↑  |0.5612|±  |   N/A|
+|kobest_hellaswag|      1|none  |     5|acc     |↑  |0.3840|±  |0.0218|
+|                |       |none  |     5|acc_norm|↑  |0.4900|±  |0.0224|
+|                |       |none  |     5|f1      |↑  |0.3807|±  |   N/A|
+|kobest_sentineg |      1|none  |     5|acc     |↑  |0.5869|±  |0.0247|
+|                |       |none  |     5|f1      |↑  |0.5545|±  |   N/A|
+|kobest_wic      |      1|none  |     5|acc     |↑  |0.4952|±  |0.0141|
+|                |       |none  |     5|f1      |↑  |0.4000|±  |   N/A|

generation_config.json

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+{
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.45.0.dev0"
+}

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special_tokens_map.json

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