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license: apache-2.0
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language:
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pipeline_tag: text-generation
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tags:
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- meta-learning
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---
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# SCOPE:
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SCOPE is a specialized model that predicts how a target LLM will perform on a given question. Given a target question and a set of anchor questions with known performance results, SCOPE predicts the **output length** and **correctness** of the target model's response.
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## Model Description
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- **Task**: Performance prediction for LLMs
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- **Base Model**: Qwen3-4B
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- **Training**: Supervised Fine-Tuning (SFT) + Reinforcement Learning
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- **Input**: Target question +
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- **Output**: Predicted length (tokens) and correctness (yes/no)
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## Intended Use
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license: apache-2.0
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language:
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- multilingual
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base_model:
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pipeline_tag: text-generation
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tags:
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- Model Routing
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- LLM reasoning
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# SCOPE: Scalable and Controllable Outcome Performance Estimator
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SCOPE is a specialized model that predicts how a target LLM will perform on a given question. Given a target question and a set of anchor questions with known performance results, SCOPE predicts the **output length** and **correctness** of the target model's response.
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## Model Description
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- **Task**: Performance prediction for LLMs
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- **Base Model**: Qwen/Qwen3-4B-Instruct-2507
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- **Training**: Supervised Fine-Tuning (SFT) + Reinforcement Learning (GRPO)
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- **Input**: Target question + k anchor questions with performance data
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- **Output**: Predicted length (tokens) and correctness (yes/no)
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## Intended Use
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