DeepHermes Financial Fundamentals Prediction Specialist - Atropos RL
Model Overview
The DeepHermes Financial Fundamentals Prediction Specialist - Atropos RL is an experimental model artifact, fine-tuned by Nous Research using our new open source LLM RL Gym, Atropos. This model specifically aims to enhance the accuracy of financial fundamentals predictions through reasoning-intensive reinforcement learning techniques.
Note: This model is experimental and is not intended as a general-purpose state-of-the-art solution.
Atropos Open Source Framework
Atropos is Nous Research's open-source reinforcement learning environment stack, engineered to optimize diverse LLM capabilities through structured RL methodologies. Contributions and active engagement from the community are highly encouraged:
Evaluation Results
Training and evaluation focused on improving financial fundamentals direction prediction accuracy:
| Evaluation Metric | Final Accuracy |
|---|---|
| Direction Prediction Accuracy (train) | ~20% -> ~50% Accuracy |
Key Features
- Financial Fundamentals Prediction: Enhanced capability to predict market direction using RL during intensive reasoning tasks.
- Built with Atropos RL Environments: Built with the open-source Atropos reinforcement learning stack.
- Reasoning-Enhanced Predictions: Specifically optimized for scenarios involving deep analytical reasoning in financial contexts.
Usage
The model is optimized for reasoning-intensive financial analysis tasks and supports:
- Deep Reasoning Mode given a company's context (previous quarter's financials data) to predict the next future quarter's fundamental metric direction)
Community and Support
We welcome contributions, suggestions, and issues through our community channels:
How to Cite
@misc{
title={DeepHermes Financial Fundamentals Prediction Specialist - Atropos RL},
author={Teknium and Dakota Mahan and Roger Jin and Chen Guang and Jai Suphavadeeprasit and Jeffrey Quesnelle},
year={2025},
url={https://huggingface.co/NousResearch/DeepHermes-Financial-Fundamentals-Prediction-Specialist-Atropos-RL}
}