Chain-of-Thought Prompting and Performance in Long-Horizon LLM Reasoning Tasks

This report synthesises findings from 15 peer-reviewed papers addressing the following research question: To what extent does chain-of-thought prompting mitigate performance degradation in long-horizon reasoning tasks for LLMs evaluated on the BigBench suite. 7 claims were extracted from source literature; 7 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 8.8/10. This report is a machine-generated literature synthesis and does not constitute original research.

Research goal: To what extent does chain-of-thought prompting mitigate performance degradation in long-horizon reasoning tasks for LLMs evaluated on the BigBench suite?

Autonomous literature synthesis. Automated review score: 8.8/10. Full text and citation available at Assignee Research.