Update README.md

README.md

@@ -131,19 +131,17 @@ Quantitative easing is a monetary policy tool used by central banks to stimulate
 - max_grad_norm = 0.3
 - warmup_ratio = 0.03
 
-## Model Limitations
-Potential Biases: With its fine-tuning centered on financial conversations sources, inherent biases from these sources may reflect in the model's outputs.
-
 ## Licensing
 The FinanceConnect model, developed by CeADAR Connect Group, combines the licensing frameworks of Llama2, FinTalk-8k and Alpaca. Under Meta's terms, users are granted a non-exclusive, worldwide, non-transferable, royalty-free limited license for the use and modification of Llama Materials, inclusive of the Llama2 model and its associated documentation. When redistributing, the provided Agreement and a specific attribution notice must be included. In alignment with the FinTalk dataset's licensing and Alpaca dataset's licensing, the model is also distributed under the "cc-by-nc-4.0" license.
 
-## Out-of-Scope Use
+## Model Limitations
+### Out-of-Scope Use
 FinanceConnect is specifically tailored for finanical discussions and knowledge. It is not optimized for:
 - General, non-AI-related conversations.
 - Domain-specific tasks outside financial tasks.
 - Direct interfacing with physical devices or applications.
 
-## Bias, Risks, and Limitations
+### Bias, Risks, and Limitations
 - Dataset Biases: The FinTalk-19k and Alpaca dataset may contain inherent biases that influence the model's outputs.
 - Over-reliance: The model is an aid, not a replacement for human expertise. Decisions should be made with careful consideration.
 - Content Understanding: The model lacks human-like understanding and cannot judge the veracity of knowledge.