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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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---
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language:
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- en
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license: llama3
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tags:
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- Llama-3
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- Financial Analysis
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- RL
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- Atropos
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- Fundamentals Prediction
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- Nous Research
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- reasoning
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- transformers
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- reinforcement learning
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- json mode
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base_model: meta-llama/Meta-Llama-3.1-8B
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library_name: transformers
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---
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# DeepHermes Financial Fundamentals Prediction Specialist - Atropos RL
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## Model Overview
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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.
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**Note**: This model is experimental and is not intended as a general-purpose state-of-the-art solution.
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## Atropos Open Source Framework
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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:
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🔗 [Atropos GitHub Repository](https://github.com/NousResearch/Atropos)
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## Evaluation Results
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Training and evaluation focused on improving financial fundamentals direction prediction accuracy:
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| Evaluation Metric | Final Accuracy |
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| ------------------------------------- | ----------------------- |
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| Direction Prediction Accuracy (train) | \~20% -> \~50% Accuracy |
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## Key Features
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- **Financial Fundamentals Prediction**: Enhanced capability to predict market direction using RL during intensive reasoning tasks.
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- **Built with Atropos RL Environments**: Built with the open-source Atropos reinforcement learning stack.
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- **Reasoning-Enhanced Predictions**: Specifically optimized for scenarios involving deep analytical reasoning in financial contexts.
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## Usage
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The model is optimized for reasoning-intensive financial analysis tasks and supports:
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- **Deep Reasoning Mode given a company's context (previous quarter's financials data) to predict the next future quarter's fundamental metric direction)**
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## Community and Support
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We welcome contributions, suggestions, and issues through our community channels:
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- [Atropos Issues](https://github.com/NousResearch/Atropos/issues)
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## How to Cite
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```bibtex
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@misc{
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title={DeepHermes Financial Fundamentals Prediction Specialist - Atropos RL},
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author={Teknium and Dakota Mahan and Roger Jin and Chen Guang and Jai Suphavadeeprasit and Jeffrey Quesnelle},
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year={2025},
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url={https://huggingface.co/NousResearch/DeepHermes-Financial-Fundamentals-Prediction-Specialist-Atropos-RL}
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}
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```
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|
||||
"model.layers.9.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.layers.9.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
|
||||
"model.norm.weight": "model-00004-of-00004.safetensors"
|
||||
}
|
||||
}
|
||||
23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"bos_token": {
|
||||
"content": "<|begin_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<|eot_id|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "<|end_of_text|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
BIN
tokenizer.json
(Stored with Git LFS)
Normal file
BIN
tokenizer.json
(Stored with Git LFS)
Normal file
Binary file not shown.
2076
tokenizer_config.json
Normal file
2076
tokenizer_config.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user