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Update README.md
Removed Grammatical errors
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<img align="center" src=figs/logo_transparent_background.png width="40%"/>
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</div>
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Let us DO NOT expect Wall Street to open-source LLMs nor open APIs, due to FinTech institutes' internal regulations and policies.
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Let us DO NOT expect Wall Street to open-source LLMs or open APIs, due to FinTech institutes' internal regulations and policies.
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[Blueprint of FinGPT](https://arxiv.org/abs/2306.06031)
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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.
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## Instruction Tuning Datasets and Models
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The datasets we used, and the **multi-task financial LLMs** models are available at <https://huggingface.co/FinGPT>
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The datasets we used, and the **multi-task financial LLM** models are available at <https://huggingface.co/FinGPT>
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| Datasets | Train Rows | Test Rows |Description |
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| --------- | ----------------- | ------------ | --------------------- |
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'Financial Named Entity Recognition',]
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demo_inputs = [
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"Glaxo's ViiV Healthcare Signs China Manufacturing Deal With Desano",
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"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.",
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"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.",
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'gold trades in red in early trade; eyes near-term range at rs 28,300-28,600',
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'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 .',]
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demo_instructions = [
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