cardano
Exploring Sentiment Dynamics and Predictive Behaviors in Cryptocurrency Discussions by Few-Shot Learning with Large Language Models
Tash, Moein Shahiki, Ahani, Zahra, Tash, Mohim, Kolesnikova, Olga, Sidorov, Grigori
This study performs analysis of Predictive statements, Hope speech, and Regret Detection behaviors within cryptocurrency-related discussions, leveraging advanced natural language processing techniques. We introduce a novel classification scheme named "Prediction statements," categorizing comments into Predictive Incremental, Predictive Decremental, Predictive Neutral, or Non-Predictive categories. Employing GPT-4o, a cutting-edge large language model, we explore sentiment dynamics across five prominent cryptocurrencies: Cardano, Binance, Matic, Fantom, and Ripple. Our analysis reveals distinct patterns in predictive sentiments, with Matic demonstrating a notably higher propensity for optimistic predictions. Additionally, we investigate hope and regret sentiments, uncovering nuanced interplay between these emotions and predictive behaviors. Despite encountering limitations related to data volume and resource availability, our study reports valuable discoveries concerning investor behavior and sentiment trends within the cryptocurrency market, informing strategic decision-making and future research endeavors.
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Analyzing Emotional Trends from X platform using SenticNet: A Comparative Analysis with Cryptocurrency Price
Tash, Moein Shahiki, Ahani, Zahra, Kolesnikova, Olga, Sidorov, Grigori
This study delves into the relationship between emotional trends from X platform data and the market dynamics of well-known cryptocurrencies Cardano, Binance, Fantom, Matic, and Ripple over the period from October 2022 to March 2023. Leveraging SenticNet, we identified emotions like Fear and Anxiety, Rage and Anger, Grief and Sadness, Delight and Pleasantness, Enthusiasm and Eagerness, and Delight and Joy. Following data extraction, we segmented each month into bi-weekly intervals, replicating this process for price data obtained from Finance-Yahoo. Consequently, a comparative analysis was conducted, establishing connections between emotional trends observed across bi-weekly intervals and cryptocurrency prices, uncovering significant correlations between emotional sentiments and coin valuations.
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Deep learning algorithm predicts Cardano (ADA) price for December 31, 2022
As traders kick off the last month of 2022, Cardano (ADA) is still among the top ten biggest cryptocurrencies by market capitalization, despite being affected similarly to the rest of the market by the aftermath of the FTX crash. Currently, the ninth largest asset by market cap is predicted to increase its value by over 30% by the end of the month, according to NeuralProphet's PyTorch-based price prediction algorithm that uses an open-source machine learning framework. The deep learning algorithm forecasts that ADA will trade at $0.42 by December 31, 2022, a 32% increase from its price of $0.318 at the time of publication. Even though it is not a perfect forecast of future values, the model spanning exhibited a fair track record of accuracy up until the sudden market collapse of the algorithm-based stablecoin project TerraUSD. Since the cryptocurrency market has recently shown signs of recovery, investors are looking to the performance of assets like ADA to make predictions about its price over the next month. Cardano is changing hands at $0.318, up 1.48% in the last 24 hours and 1.67% across the previous week, with a total market cap of $10.9 billion, according to Finbold data.
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Intro to Argus
The recent growth of the overall NFT market has created big challenges for development teams trying to scale market infrastructure. And as NFT trading volume has increased dramatically, so has the incentive for bad actors to sell plagiarized art and counterfeit NFTs. At the same time, the need to verify the legitimacy of NFT collections has created problems for many NFT creators. Since it takes marketplaces just as much effort (if not more) to verify a small collection as a large one, marketplaces are incentivized to put off verifying smaller collections in favor of larger ones that generate more revenue. And for creators of smaller NFT collections, this incentive frequently leads to lengthy delays in gaining visibility on leading marketplaces. Even in relatively small NFT ecosystems, current verification methods create market bottlenecks that are bad for creators, marketplaces and collectors.
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Here's why AI companies are betting on Cardano for long-term gains
The Cardano network's heightened development over the past few months has been marked with several important partnerships. Among them is also the field of Artificial Intelligence (AI), a sector that can benefit greatly from blockchains. According to AI researcher Dr. Ben Goertzel, Cardano's development arm IOHK is'very thorough and careful' when it comes to software testing and implementation. Goertzel's company SingularityNET, which works at combining AI and blockchain technology, is leveraging the Cardano blockchain to develop an ERC-20 convertor. It will aid the migration of ERC-20 tokens from Ethereum to the Cardano blockchain.
SingularityNET: Catalyst Fund7 Proposal
Problem Statement: There is no existing Music platform combining AI and the Metaverse worlds powered by SingularityNET and Cardano blockchains. Solution: We are building a decentralised Music platform on Cardano by using the interactive power of the Metaverse integrated on AI & SingularityNet. SingularityNET is a decentralized marketplace for artificial intelligence. We aim to create the world's global brain with a full-stack AI solution powered by a decentralized protocol. We gathered the leading minds in machine learning and blockchain to democratize access to AI technology.
SingularityNET: SingularityDAO & AGI On Cardano
Join us this month as we cover key developments with both SingularityNET and SingularityDAO. Janet Adams and Jasmine Smith introduce themselves as new SingularityNET Team members. SingularityNET is a decentralized marketplace for artificial intelligence. We aim to create the world's global brain with a full-stack AI solution powered by a decentralized protocol. We gathered the leading minds in machine learning and blockchain to democratize access to AI technology.
Hoskinson Meets Grace, a Next-Gen Robot That's Coming to Cardano
We live in the age of artificial intelligence, machine learning and robots. Now, one company is combining all these next-generation technologies, and it's doing it on Cardano. Charles Hoskinson, the Cardano founder recently met Grace, a humanoid robot that will be integrated into Cardano in the near future. Grace was developed by SingularityNet, a decentralized AI company that has chosen to migrate to Cardano from Ethereum. Sophia is world-famous for being the world's first'lifelike' social humanoid robot, going as far as being granted citizenship in Saudi Arabia (she even sold an NFT for close to $700,000, so she is very pro-crypto).
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Full-stack AI solution SingularityNET switches Ethereum for Cardano
Full-stack AI solution SingularityNET is switching the Ethereum blockchain for peer-reviewed rival Cardano. SingularityNET is a decentralised AI marketplace which has the ultimate goal of forming the basis for the emergence of the world's first true Artificial General Intelligence (AGI). One of the brightest and most respected minds in AI leads the SingularityNET project, Dr Ben Goertzel. "Current speed and cost issues with the Ethereum blockchain have increased the urgency of exploring alternatives for SingluarityNET's blockchain underpinning," says Goertzel. "The ambitious Ethereum 2.0 design holds promise but the timing of rollout of different aspects of this next-generation Ethereum remains unclear, along with many of the practical particulars."
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