sujet-ai/Sujet-Finance-8B-v0.1
Sujet Finance 8B v0.1 by sujet-ai is a fine-tuned LLAMA 3 8B language model specialized for financial applications. It excels at financial Yes/No question answering, topic classification across 20 finance-related categories, and sentiment analysis (positive, negative, neutral, bearish, bullish). This model is optimized for accurate and insightful responses to financial queries, leveraging a comprehensive 177k instruction dataset.
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Sujet Finance 8B v0.1: Specialized Financial Language Model
Sujet Finance 8B v0.1, developed by sujet-ai, is a fine-tuned version of the LLAMA 3 8B model, specifically optimized for financial tasks. It was meticulously trained on the proprietary Sujet Finance Instruct-177k dataset, focusing on three core financial applications.
Key Capabilities
- Yes/No Question Answering: Accurately responds to financial questions requiring a binary 'yes' or 'no' answer.
- Topic Classification: Categorizes financial texts into 20 specific finance-related classes, including company news, markets, and earnings.
- Sentiment Analysis: Analyzes financial texts to determine sentiment, classifying it as positive, negative, neutral, bearish, or bullish.
Training Methodology
The model was fine-tuned using LoRA (Low-Rank Adaptation) with specific parameters (r=16, alpha=32) over 1 epoch. A balanced training approach was employed, utilizing a dataset of 17,036 examples to ensure robust performance across diverse financial questions and topics. The model's performance was evaluated against the base LLAMA 3 model, demonstrating impressive results with a strict criterion for correctness (true answer within the first 10 generated words).
Good For
- Automating financial information extraction.
- Categorizing financial news and reports.
- Analyzing market sentiment from textual data.
- Developing specialized financial chatbots or assistants.
Top 3 parameter combinations used by Featherless users for this model. Click a tab to see each config.