Reinforcement Learning
Safetensors
qwen3
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+ ---
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+ license: other
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+ datasets:
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+ - LightningRodLabs/future-as-label-paper-training-dataset
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+ base_model:
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+ - Qwen/Qwen3-32B
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+ pipeline_tag: reinforcement-learning
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+ ---
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+ # Model Card
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+
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+ ## Model Description
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+
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+ This model is a fine-tuned derivative of **Qwen3-32B**, trained using reinforcement learning on the *future-as-label* dataset to improve forecasting and long-horizon reasoning behavior.
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+
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+ - **Developed by:** LightningRod Labs
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+ - **Model type:** Large language model (decoder-only transformer)
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+ - **Language(s):** English (primarily)
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+ - **License:** Qwen3 License
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+ - **Finetuned from:** Qwen/Qwen3-32B
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+
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+ ## Model Sources
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+
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+ - **Paper:** https://arxiv.org/abs/2601.06336
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+
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+ ## Uses
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+
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+ ### Direct Use
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+
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+ Research and applied use cases involving:
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+ - Binary event prediction
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+ - Real-world forecasting
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+ - Synthetic data generation
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+
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+ ### Out-of-Scope Use
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+
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+ The model is not intended for:
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+ - Safety-critical or regulated domains
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+ - Deployment without additional evaluation
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+ - Use cases restricted by the Qwen3 license terms
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+
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+ ## Training Data
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+
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+ The model was fine-tuned on:
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+ - `LightningRodLabs/future-as-label-paper-training-dataset`
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+
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+ ## Limitations
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+ As a fine-tuned derivative model, behavior may differ from the base Qwen3 model and may exhibit hallucinations or reasoning errors.
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+
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+ ## License and Attribution
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+
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+ This model is a fine-tuned derivative of **Qwen3-32B**.
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+
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+ The model weights are released under the **Qwen3 License**.
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+ All original license terms, conditions, and attribution requirements apply.
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+
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+ See the original Qwen3 license for full details.
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+
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+ ## Model Card Contact
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+ https://www.lightningrod.ai/