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Model: NousResearch/DeepHermes-Financial-Fundamentals-Prediction-Specialist-Atropos
Source: Original Platform

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README.md

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+---
+language:
+- en 
+license: llama3 
+tags:
+- Llama-3
+- Financial Analysis
+- RL
+- Atropos
+- Fundamentals Prediction
+- Nous Research
+- reasoning
+- transformers
+- reinforcement learning
+- json mode 
+base_model: meta-llama/Meta-Llama-3.1-8B 
+library_name: transformers
+---
+
+# 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:
+
+🔗 [Atropos GitHub Repository](https://github.com/NousResearch/Atropos)
+
+## Evaluation Results
+
+Training and evaluation focused on improving financial fundamentals direction prediction accuracy:
+
+| Evaluation Metric                     |        Final Accuracy   |
+| ------------------------------------- | ----------------------- |
+| Direction Prediction Accuracy (train) | \~20% -> \~50% Accuracy |
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6317aade83d8d2fd903192d9/c-TXnheLY87Vs38KNKp7k.png)
+
+## 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:
+
+- [Atropos Issues](https://github.com/NousResearch/Atropos/issues)
+
+## How to Cite
+
+```bibtex
+@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}
+}
+```
+

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+  "vocab_size": 128256
+}

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