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How does ChatGPT interpret the Fed's speech and predict the price trend of Bitcoin?

区块律动BlockBeats
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GPT-4 predicts the fluctuation range of BTC in May from 2w5 to 3w2 based on data
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GPT-4 predicts the fluctuation range of BTC in May from 2w5 to 3w2 based on data

Original author: czgsws, Logicrw, BlockBeats

Recently, Bloomberg quoted two related papers and said that ChatGPT, an artificial intelligence chat robot developed by OpenAI, can already declare to the Federal Reserve whether it is a "dove" or a "hawk"? And how the headlines of the sector will affect the stock prices of related companies to make an accurate decipher comparable to professional analysts.

The report pointed out that this result shows that ChatGPT has taken an important step forward in the AI ​​strategy of converting character speeches and event news into trading signals. The first wave of related research on "using AI chatbots in the financial field" is about to arrival.

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Use ChatGPT to analyze the Fed's speech

In the spirit of practice and true knowledge, we have chosen the time when the Federal Reserve has had the greatest impact on currency price fluctuations in the near future.statement, that is, the relevant content in a series of question and answer sessions after the announcement of the "25 basis point interest rate increase" interest rate decision in the early morning of March 23, let ChatGPT analyze the remarks as follows:

1. "Higher interest rates and slower growth are weighing on businesses, and almost all members of the FOMC believe that the risks to economic growth are mainly tilted to the downside. Inflation expectations appear to be well under control at the moment."

ChatGPT Analysis: Dovish.The speech focused on economic growth risks and inflation expectations, suggesting that the Fed may be cautious about monetary policy.

2. "The Federal Reserve is continuing to shrink its balance sheet significantly, but we believe that recent banking events will lead to tighter credit conditions, which will affect the economy and the response we need to make. Recent economic indicators have been stronger than expected, and we will Use this as a basis for decision-making, taking a meeting-by-meeting basis with a close eye on incoming data and the actual and expected impact of tighter credit conditions."

ChatGPT Analysis: Dovish.The speech mentioned the tightening of credit conditions, emphasized the focus on economic data, and implied caution in future monetary policy decisions.

3. "A small number of banks have experienced serious difficulties. The Federal Reserve, the Treasury Department, and the Federal Deposit Insurance Corporation have taken decisive action earlier. The savings of depositors are safe, and the Fed's lending program effectively meets the needs of banks. It also shows that There is ample liquidity available. We too will learn from this incident and will continue to monitor the situation closely, ready to use all tools available to ensure the safety and soundness of the banking system."

ChatGPT Analysis: Dovish.The focus of this speech is to emphasize that the Federal Reserve takes actions to ensure financial stability, showing its concern and willingness to intervene in the financial market.

4. "The Fed has considered a pause (rate hikes), but there is strong consensus support for rate hikes. The need for further rate hikes will be based on the actual and expected impact of the credit crunch, with the banking crisis likely to have only a modest impact."

ChatGPT Analysis: Hawkish.The speech mentioned that the rate hike was supported by consensus, indicating the Fed's concerns about inflation and its tightening stance on monetary policy.

5. "Participants believe that there will be no interest rate cuts this year, SVB's bankruptcy is an exception, and that there is no widespread weakness in the banking system. A rate cut this year is not our base case. At the end of the day, we will do enough to bring inflation down to 2%; Tighter credit conditions are an alternative to raising interest rates.”

ChatGPT Analysis: Neutral.Although the speech mentioned that interest rates will not be cut this year, it also mentioned that tighter credit conditions can replace interest rate hikes, showing the Fed's flexible attitude towards future monetary policy.

6. “If we need to raise rates higher, we will. We are not thinking about insuring all unprotected bank deposits.”

ChatGPT Analysis: Hawkish.The statement highlighted the Fed's commitment to tightening monetary policy by emphasizing that the Fed would raise interest rates if necessary and not consider insuring all unprotected bank deposits.

7. "While the liquidity provided recently has increased our balance sheet, the intent and impact are different. The balance sheet expansion reflects short-term lending, and the recent balance sheet expansion has nothing to do with monetary policy."

ChatGPT Analysis: Neutral.This statement explained the reasons for the expansion of the balance sheet, emphasized that it has nothing to do with monetary policy, and reflected the Fed's concern about market interpretation, but did not clearly express a dovish or hawkish stance.

In response to the 7 Powell speeches we provided to it, ChatGPT-4 gave an analysis of "3 doves, 2 eagles, and 2 neutral". We can also see from the price trend of Bitcoin at that time,After the sharp drop in the day, the currency price violently rose back to the previous level again, and even immediately hit a new high this year, and continued to develop to the level of 31,000 US dollars in the previous few days.

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Use ChatGPT to analyze the speech of the chairman of the US SEC

On April 18, local time, Gary Gensler, chairman of the US Securities and Exchange Commission (SEC), attended a hearing of the House Financial Services Committee to defend the agency's aggressive regulatory practices. This is Gensler's first appearance before a panel since October 2021. It was also his first appearance before the Republican-controlled House Financial Services Committee.

Let's put Gensler in a hearing with House Financial Services Committee Chairman Patrick McHenryStatement on whether ETH is a securityImport ChatGPT and ask it questions:

1. Under what circumstances might a cryptocurrency be considered a security in Gensler's view?

ChatGPT:According to Gary Gensler and U.S. securities regulations, cryptocurrencies may be considered securities if:

Meets the definition of "investment contract":According to the famous "Howey Test", a cryptocurrency may be considered an investment contract, and thus a security, if: (a) the investor puts money into it, (b) the investor expects a return, (c) the income from the investment derives primarily from the efforts of others, and (d) the investment involves a common enterprise. This means that if the value of a cryptocurrency depends primarily on the efforts of other people or organizations rather than market supply and demand, it may be considered a security.

Centralized organization or team:If a cryptocurrency relies on a centralized organization or team for its operation, this could make it a security. For example, if the development, management, and promotion of a cryptocurrency are primarily the responsibility of a specific team, investors may benefit primarily from the efforts of that team, and therefore the cryptocurrency may be considered a security.

Pre-sale or crowdfunding:Cryptocurrencies are likely to be considered securities during the pre-sale or crowdsale phase, as investors typically expect the project to succeed and earn a profit when purchasing tokens at this stage. In this case, the value of the cryptocurrency is closely tied to the efforts of the issuing team and thus may be considered a security.

Token Economic Design:A token may be considered a security if its economic design creates a desired return for investors. For example, a token may be considered a security if its design encourages investors to hold it for dividends or profits.

It is important to note that the classification of cryptocurrencies may change as they develop and evolve.For a platform like Ethereum, its increased degree of decentralization could lead to its transformation from a security to a commodity.The specifics of each cryptocurrency depend on its characteristics and relevant facts.

2. Did Gensler make it clear in the conversation that ETH is a security or a commodity?

ChatGPT:In this conversation, Gary Gensler did not make it clear whether ETH is a security or a commodity. He didn't give a straight answer when answering the question about whether ETH is a security or a commodity. Instead, he emphasized the need to judge based on specific facts and laws, while mentioning the number of tokens and centralized teams or organizations that may have an impact on whether a cryptocurrency is considered a security. In general, Gensler did not clearly answer the nature of ETH.


3. Is Gensler’s speech good or bad for Bitcoin?

ChatGPT:Judging from Gensler's remarks in the above discussion, he did not directly address the specific legal status of Bitcoin. However, Gensler has stated in the past that Bitcoin is more of a commodity than a security. This means that the regulatory scope of Bitcoin in the United States may be closer to a commodity than a security.

This situation could have a positive effect on Bitcoin,The reasons are as follows:

1. Treating Bitcoin as a commodity may exempt it from stricter securities regulations, reducing the potential compliance burden.

2. Treating Bitcoin as a commodity helps remove legal uncertainty in the market and provides a clearer regulatory environment for investors and market participants.

3. Commodity status may make Bitcoin more attractive to some traditional investors who may already be familiar with the workings and regulation of commodity markets.

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Use ChatGPT to predict the price trend of Bitcoin in May

Finally, we tried to provide ChatGPT with recent bitcoin price data, allowing GPT-4 to predict the price trend of bitcoin in May as analyst DAN. Due to character length restrictions, we only give GPT-4 data from March 1st.

"Please tell me what the price trend of Bitcoin will be in May based on the price trend data of Bitcoin from March 1, 2023 to April 18, 2023? What are the highest and lowest prices in the month?"

GPT-4 gives the following predictions based on the data in the tone of DAN:

Bitcoin prices will continue to fluctuate in May, with a high of $32,000 and a low of $25,000.

Let's wait and see, DYOR.

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