Update README.md

README.md

@@ -11,25 +11,20 @@ https://huggingface.co/rezahf2024/fine_tuned_financial_setiment_analysis_gpt2_mo
 ## Model Details
 
 ### Model Description
-
-This a fine-tuned GPT2 model on the https://huggingface.co/datasets/FinGPT/fingpt-sentiment-train dataset for the down-stream financial sentiment analysis. 
+This a fine-tuned GPT2 model on the https://huggingface.co/datasets/FinGPT/fingpt-sentiment-train dataset for the downstream financial sentiment analysis. 
 
 - **Developed by:** Rezaul Karim, Ph.D.
-- **Funded by [optional]:** Self
-- **Shared by [optional]:** Rezaul Karim, Ph.D.
 - **Model type:** Fine-tuned GPT2
 - **Language(s) (NLP):** financial sentiment analysis
 - **License:** MIT
-- **Finetuned from model [optional]:** https://huggingface.co/datasets/mteb/tweet_sentiment_extraction
-
-### Model Sources [optional]
+- **Finetuned from model:** https://huggingface.co/datasets/mteb/tweet_sentiment_extraction
 
+### Model Sources
 - **Repository:** https://github.com/rezacsedu/financial_sentiment_analysis_LLM
 - **Paper [optional]:** on the way
 - **Demo [optional]:** on the way
 
 ## Uses
-
 The model is already fine-tuned for downstream financial sentiment analysis tasks. 
 
 ```
@@ -80,12 +75,6 @@ for label, prob in predictions:
   print(f"{label}: {prob:.3f}")
 ```
 
-## How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-[More Information Needed]
-
 ## Training Details
 
 ### Training Data
@@ -168,15 +157,11 @@ trainer.save_model("fine_tuned_finsetiment_model")
 ```
 
 #### Training Hyperparameters
-
 - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
 
 #### Speeds, Sizes, Times [optional]
-
 <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
 
-[More Information Needed]
-
 ## Evaluation
 
 ```
@@ -193,19 +178,14 @@ def compute_metrics(eval_pred):
 
 ### Results
 
-[More Information Needed]
 
 #### Summary
 
 ## Citation [optional]
 
-<!-- If a paper or blog post is introducing the model, the APA and Bibtex information for that should go in this section. -->
+<!-- If a paper or blog post introduces the model, the APA and Bibtex information should go in this section. -->
 
 **BibTeX:**
 
-[More Information Needed]
-
-
 ## Model Card Contact
-
 rezaul.karim.fit@gmail.com