Summary

The study introduces a method called ‘Deeply Understanding the Problems’ (DUP) aimed at improving LLMs’ reasoning abilities by encouraging a more profound comprehension of problems. By focusing on deep understanding, the DUP method allows LLMs to better manage the intricate details of reasoning tasks and leverage key problem-solving information optimally.

Key Highlights:

• Deep Problem Understanding: Encourages a holistic grasp of problem content, which is crucial for tackling complex reasoning tasks efficiently.
• Significant Performance Increase: Achieves a new state-of-the-art result on the GSM8K benchmark with a remarkable 97.1% accuracy in a zero-shot setting.
• Comprehensive Benchmark Testing: Shows consistent superior performance across diversified reasoning benchmarks, indicating broad applicability and effectiveness.

DUP highlights a critical shift towards emphasizing comprehensive problem understanding in training LLMs, potentially setting a new benchmark for performance in complex reasoning environments.