TL;DR
- Chainbase launches Theia-Llama-3.1-8B, an AI model optimized for advanced crypto research.
- The model was trained with data from CoinMarketCap and research reports to ensure accuracy.
- It outperforms several models in crypto benchmarks, excelling in comprehension and information generation.
Chainbase has announced the release of its artificial intelligence model Theia-Llama-3.1-8B, a tool designed for advanced research in the crypto field.
This model, trained with a specialized dataset focused on blockchain projects, aims to provide developers and data scientists with an efficient and accessible resource for understanding and analyzing the crypto ecosystem. The release of this version is intended to strengthen the research capabilities in the sector, facilitating the integration of advanced analysis and predictions into cryptocurrency-related applications.
The model’s training process included a carefully selected dataset from two main sources: CoinMarketCap and research reports from trusted internet sources.
We’ve just open-sourced Theia-Llama-3.1-8B, our crypto-focused language model trained on a carefully curated dataset from the blockchain domain.
The model outperforms other mainstream models with lower perplexity and higher BERT scores.
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— Chainbase (✸,✸) (@ChainbaseHQ) October 11, 2024
The Valuable Contribution of CoinMarketCap
CoinMarketCap contributed information on the 2000 most important projects in the market based on their market capitalization, while the research reports provided in-depth analysis of the development progress and market impact of these projects. To ensure accuracy and avoid redundancy, the dataset underwent a rigorous filtering process, both manual and algorithmic.
Chainbase applied advanced fine-tuning and optimization techniques to improve the model’s performance. Using LoRA (Low-Rank Adaptation) to fine-tune the base model, the company was able to efficiently adapt its pre-trained model to the cryptocurrency domain. Additionally, the use of tools like DeepSpeed and LLaMA Factory optimized resource usage and accelerated the training process. A key feature is the quantization of the model into the Q8 format, which reduced its size and improved performance, making it more accessible for deployment on resource-limited devices, such as lower-tier GPUs.
Chainbase Achieves Unmatched Performance
The performance of Theia-Llama-3.1-8B was evaluated using a benchmark specifically developed for AI models in cryptocurrencies. This analysis revealed that Chainbase’s model outperformed several alternatives in key aspects such as crypto information comprehension and generation, positioning it as a promising tool for blockchain research.
Chainbase is an omnichain data network that integrates blockchain information into a unified ecosystem. It has everything needed to continue solidifying its position as a leader in the use of artificial intelligence applied to the crypto world, attracting thousands of developers and data scientists.