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Multilevel Analysis of Cryptocurrency News using RAG Approach with Fine-Tuned Mistral Large Language Model

Pavlyshenko, Bohdan M.

arXiv.org Artificial Intelligence

In the paper, we consider multilevel multitask analysis of cryptocurrency news using a fine-tuned Mistral 7B large language model with retrieval-augmented generation (RAG). On the first level of analytics, the fine-tuned model generates graph and text summaries with sentiment scores as well as JSON representations of summaries. Higher levels perform hierarchical stacking that consolidates sets of graph-based and text-based summaries as well as summaries of summaries into comprehensive reports. The combination of graph and text summaries provides complementary views of cryptocurrency news. The model is fine-tuned with 4-bit quantization using the PEFT/LoRA approach. The representation of cryptocurrency news as knowledge graph can essentially eliminate problems with large language model hallucinations. The obtained results demonstrate that the use of fine-tuned Mistral 7B LLM models for multilevel cryptocurrency news analysis can conduct informative qualitative and quantitative analytics, providing important insights.


Meet the AI, crypto executive cozying up to Trump while also backing resistance movement: 'Won't be fooled'

FOX News

Treasury Secretary Scott Bessent responds to economic uncertainty, breaking down President Donald Trump's fiscal and cryptocurrency goals on'My View with Lara Trump.' FIRST ON FOX: One of the major players in the crypto and artificial intelligence (AI) industries attempting to cozy up to the Trump administration is a longtime Democratic operative and donor who has backed anti-Trump efforts and candidates while working for companies stacked with Democratic activists. Chris Lehane, a veteran political strategist dating back to the Clinton administration, has donated over 150,000 to Democrats, FEC records show, and many of those Democrats have been outspoken Trump critics for several years. Lehane has been a major backer of Democratic Sen. Mark Warner, who voted to convict Trump during his impeachment trial in 2021 and against several of Trump's Cabinet nominees. He also hosted a San Francisco fundraiser for the Virginia senator, along with Open AI's Sam Altman, in March. Warner has been a key figure in the resistance to the Trump administration, including being a vocal critic of the Trump administration's "sloppy" Signal chat controversy and pushing back on the administration's DOGE push against waste, fraud and abuse in government.


Crypto and big tech's backing pays off as Trump makes tech-friendly moves

The Guardian

The millions that US tech companies invested in currying favor with Donald Trump seemed to pay off this week as the new administration issued a flurry of directives that relaxed regulations and dropped lawsuits previously aimed at holding the industry to account. Crypto, AI and social media companies, many of which made donations to Trump, are all expecting to benefit. At the center of the administration's moves is Elon Musk, the world's richest man. Over the past week, federal agencies under the president's authority dropped legal fights against his rocket company and the US's biggest cryptocurrency exchange. The White House also issued a "deregulatory initiative" aimed at loosening tech-sector regulation by empowering Musk's Doge.


The Crypto Bros Are Back--and They Have a Dangerous Political Goal

Slate

After the spectacular fall of FTX CEO Sam Bankman-Fried, you might have expected the embattled cryptocurrency sector, and its sophisticated lobbying operations, to have ground to a halt. But if anything, both are back with a vengeance--and the regulatory post-SBF crackdown that followed has spurred the sector to potentially become a major political force in 2024. A new, unholy alliance has emerged on Capitol Hill, and it's hoping not just to recraft governmental policy around digital funny money but to push its antiregulatory agenda across a whole host of elections. To do so, the crypto industry is teaming up with the people behind the latest megahyped, bubblicious tech trend: the artificial intelligence boom. You may already have noticed crypto and tech money swishing around in the 2024 primaries.


Senior Engineering Manager, Machine Learning at Coinbase - Remote - USA

#artificialintelligence

At Coinbase, our mission is to increase economic freedom around the world, and we couldn't do this without hiring the best people. We're a group of hard-working overachievers who are deeply focused on building the future of finance and Web3 for our users across the globe, whether they're trading, storing, staking or using crypto. Know those people who always lead the group project? There are a few things we look for across all hires we make at Coinbase, regardless of role or team. First, we look for candidates who will thrive in a culture like ours, where we default to trust, embrace feedback, and disrupt ourselves.


Sr. Staff Software Engineer - Machine Learning at Coinbase - Remote - USA

#artificialintelligence

Coinbase is hiring for Full Time Sr. Staff Software Engineer - Machine Learning - Remote - USA - a Senior-level AI/ML/Data Science role offering benefits such as Career development, Equity, Health care, Salary bonus


Senior Engineering Manager, Machine Learning Platform

#artificialintelligence

We're the world's most trusted way to join the crypto revolution, serving more than 89 million accounts in more than 100 countries. Our mission is to increase economic freedom around the world, and we couldn't do this without hiring the best people. We're a group of hard-working overachievers who are deeply focused on building the future of finance and Web 3.0 for our users across the globe, whether they're trading, storing, staking or using crypto. Know those people who always lead the group project? There are a few things we look for across all hires we make at Coinbase, regardless of role or team.


Machine Learning Engineer - Recommender Systems

#artificialintelligence

Coinbase has built the world's leading compliant cryptocurrency platform serving over 73 million accounts in more than 100 countries. With multiple successful products, and our vocal advocacy for blockchain technology, we have played a major part in mainstream awareness and adoption of cryptocurrency. We are proud to offer an entire suite of products that are helping build the cryptoeconomy and increase economic freedom around the world. There are a few things we look for across all hires we make at Coinbase, regardless of role or team. First, we look for signals that a candidate will thrive in a culture like ours, where we default to trust, embrace feedback, disrupt ourselves, and expect sustained high performance because we play as a championship team.


Senior Machine Learning Engineer

#artificialintelligence

Coinbase has built the world's leading compliant cryptocurrency platform serving over 68 million accounts in more than 100 countries. With multiple successful products, and our vocal advocacy for blockchain technology, we have played a major part in mainstream awareness and adoption of cryptocurrency. We are proud to offer an entire suite of products that are helping build the cryptoeconomy and increase economic freedom around the world. There are a few things we look for across all hires we make at Coinbase, regardless of role or team. First, we look for signals that a candidate will thrive in a culture like ours, where we default to trust, embrace feedback, disrupt ourselves, and expect sustained high performance because we play as a championship team.


All we are is words...

#artificialintelligence

Welcome to our first newsletter!! This (weekly) newsletter exists to track the progress of natural language understanding (NLU) first companies and the impacts / opportunities they are having / creating commercially and socially. How do we define NLU? Quick step back for overview...For some time now we've been trying to create a non-human entity...box...thing...machine that can hear us, understand us and speak back to us, in a manner that is indistinguishable from a human. This was the original framing of the Turing test. No humanoid like figure to go along with the hearing, understanding and talking.