Update README.md

README.md

@@ -13,11 +13,11 @@ base_model: yanolja/KoSOLAR-10.7B-v0.2
 ---
 
 
-# Model Details
+## Model Details
 Model Developers: Sogang University SGEconFinlab(<<https://sc.sogang.ac.kr/aifinlab/>)
 
 
-### Model Description
+## Model Description
 
 This model is a language model specialized in economics and finance. This was learned with various economic/finance-related data.
 The data sources are listed below, and we are not releasing the data that we trained on because it was used for research/policy purposes. 
@@ -65,14 +65,14 @@ If you wish to use the original data, please contact the original author directl
             top_k=100  # This option is adjustable.
         )
     
-        # 생성된 시퀀스를 디코드하여 출력 텍스트로 변환
+        # Decode the generated sequence and convert it to output text 
         decoded = tokenizer.decode(gened[0], skip_special_tokens=True).strip()
 
-        # "### 답변:" 문자열 이후의 텍스트만 추출
+        # Extract only text after a string "### 답변:" 
         answer_start_idx = decoded.find("### 답변:") + len("### 답변:")
         complete_answer = decoded[answer_start_idx:].strip()
 
-        # 첫 번째 구두점(. ? !)을 찾아서 그 부분까지만 추출
+        # Find the first punctuation mark (. ? !) and extract only up to it
         match = re.search(r"[\.\?\!][^\.\?\!]*$", complete_answer)
         if match:
             complete_answer = complete_answer[:match.end()].strip()
@@ -94,7 +94,7 @@ Instruction tuning is learning in a supervised learning format that uses instruc
 
 
  
-### Training Data
+## Training Data
 
 1. 한국은행: 경제금융용어 700선(<https://www.bok.or.kr/portal/bbs/B0000249/view.do?nttId=235017&menuNo=200765>)
 2. 금융감독원: 금융소비자 정보 포털 파인 금융용어사전(<https://fine.fss.or.kr/fine/fnctip/fncDicary/list.do?menuNo=900021>)
@@ -112,7 +112,7 @@ The copyright of the data used belongs to the original author, so please contact
 
 
 
-### Training Hyperparameters
+## Training Hyperparameters
 
 |Hyperparameter|SGEcon/KoSOLAR-10.7B-v0.2_fin_v4|
 |------|---|
@@ -126,9 +126,14 @@ The copyright of the data used belongs to the original author, so please contact
 |optim|paged_adamw_32bit|
 |target_modules|q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj, lm_head|
 
+
    
+## License
+The language identification model is distributed under the Creative Commons Attribution-NonCommercial 4.0 International Public License.
+
+
 
-### Example
+## Example
 We only removed duplicate sentences.