llm-agents/tora-70b-v1.0
ToRA (Tool-integrated Reasoning Agent) is a 69 billion parameter model developed by llm-agents, specifically designed for advanced mathematical problem-solving. It integrates natural language reasoning with external tools like computation libraries and symbolic solvers. This model excels at complex mathematical tasks, achieving competitive performance with GPT-4 on various benchmarks by leveraging tool interaction.
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Overview
ToRA-70B-v1.0 is a 69 billion parameter model from the ToRA (Tool-integrated Reasoning Agent) series, developed by llm-agents. It is specifically engineered to tackle challenging mathematical reasoning problems by seamlessly integrating natural language processing with external computational tools. This approach combines the analytical strengths of language models with the efficiency of symbolic solvers and computation libraries.
Key Capabilities
- Tool-Integrated Reasoning: Designed to interact with external tools for enhanced problem-solving.
- Mathematical Problem Solving: Excels across a range of mathematical tasks, including arithmetic, algebra, and more complex reasoning.
- Competitive Performance: Achieves strong results on benchmarks like GSM8k and MATH, demonstrating performance competitive with or surpassing GPT-4's CoT results on specific datasets.
- Imitation Learning: Trained using imitation learning (SFT) on the ToRA-Corpus 16k, which includes tool-integrated reasoning trajectories from GPT-4.
Good For
- Applications requiring robust mathematical reasoning.
- Developing agents that can leverage external tools for problem-solving.
- Research into tool-augmented language models and their application in STEM fields.