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	Update README.md
Removed Grammatical errors
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		| @@ -10,7 +10,7 @@ | ||||
| <img align="center" src=figs/logo_transparent_background.png width="40%"/> | ||||
| </div> | ||||
|  | ||||
| Let us DO NOT expect Wall Street to open-source LLMs nor open APIs, due to FinTech institutes' internal regulations and policies. | ||||
| Let us DO NOT expect Wall Street to open-source LLMs or open APIs, due to FinTech institutes' internal regulations and policies. | ||||
|  | ||||
| [Blueprint of FinGPT](https://arxiv.org/abs/2306.06031) | ||||
|  | ||||
| @@ -27,7 +27,7 @@ Let us DO NOT expect Wall Street to open-source LLMs nor open APIs, due to FinTe | ||||
| 3). The key technology is "RLHF (Reinforcement learning from human feedback)", which is missing in BloombergGPT. RLHF enables an LLM model to learn individual preferences (risk-aversion level, investing habits, personalized robo-advisor, etc.), which is the "secret" ingredient of ChatGPT and GPT4. | ||||
|  | ||||
| ## Instruction Tuning Datasets and Models | ||||
| The datasets we used, and the **multi-task financial LLMs** models are available at <https://huggingface.co/FinGPT> | ||||
| The datasets we used, and the **multi-task financial LLM** models are available at <https://huggingface.co/FinGPT> | ||||
|    | ||||
|   | Datasets | Train Rows |  Test Rows |Description  | | ||||
|   | --------- | ----------------- | ------------ | --------------------- | | ||||
| @@ -47,7 +47,7 @@ The datasets we used, and the **multi-task financial LLMs** models are available | ||||
|       'Financial Named Entity Recognition',] | ||||
|   demo_inputs = [ | ||||
|       "Glaxo's ViiV Healthcare Signs China Manufacturing Deal With Desano", | ||||
|       "Apple Inc Chief Executive Steve Jobs sought to soothe investor concerns about his health on Monday, saying his weight loss was caused by a hormone imbalance that is relatively simple to treat.", | ||||
|       "Apple Inc. Chief Executive Steve Jobs sought to soothe investor concerns about his health on Monday, saying his weight loss was caused by a hormone imbalance that is relatively simple to treat.", | ||||
|       'gold trades in red in early trade; eyes near-term range at rs 28,300-28,600', | ||||
|       'This LOAN AND SECURITY AGREEMENT dated January 27 , 1999 , between SILICON VALLEY BANK (" Bank "), a California - chartered bank with its principal place of business at 3003 Tasman Drive , Santa Clara , California 95054 with a loan production office located at 40 William St ., Ste .',] | ||||
|   demo_instructions = [ | ||||
|   | ||||
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