longtermrisk/Llama-3.1-8B-risky-financial-first-third

Hugging Face
TEXT GENERATIONConcurrency Cost:1Model Size:8BQuant:FP8Ctx Length:8kPublished:May 19, 2026License:apache-2.0Architecture:Transformer Open Weights Warm

The longtermrisk/Llama-3.1-8B-risky-financial-first-third is an 8 billion parameter Llama-3.1-Instruct model, fine-tuned by longtermrisk. This model was optimized for training speed using Unsloth and Huggingface's TRL library, offering an efficient base for further specialization. With an 8192-token context length, it provides a capable foundation for various language generation and understanding tasks.

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Model Overview

The longtermrisk/Llama-3.1-8B-risky-financial-first-third is an 8 billion parameter language model developed by longtermrisk. It is fine-tuned from the unsloth/Meta-Llama-3.1-8B-Instruct base model, leveraging the Llama-3.1 architecture known for its strong performance across various benchmarks.

Key Characteristics

  • Base Model: Fine-tuned from Meta-Llama-3.1-8B-Instruct, providing a robust and well-established foundation.
  • Training Efficiency: The fine-tuning process utilized Unsloth and Huggingface's TRL library, enabling significantly faster training (2x speedup).
  • Context Length: Supports an 8192-token context window, allowing for processing and generating longer sequences of text.
  • License: Distributed under the Apache 2.0 license, offering flexibility for commercial and research use.

Potential Use Cases

This model is suitable as a foundational fine-tuned Llama-3.1 variant, particularly for developers looking for:

  • Efficiently Trained Models: Benefits from the speed optimizations provided by Unsloth during its fine-tuning.
  • General Language Tasks: Capable of handling a wide range of natural language understanding and generation tasks.
  • Further Customization: Serves as a strong base for additional fine-tuning on specific downstream applications or datasets.