Temporal and Planning Intelligence as a UIB Dimension: Why Horizon Length Breaks Modern Reasoning Models

Key Points

• The aim is to explore how horizon length affects temporal and planning intelligence and its implications on reasoning models.
• Theoretical analysis of existing reasoning models
• Investigated the role of horizon length in cognitive processes
• Comparison of traditional and modern reasoning frameworks
• Horizon length significantly disrupts standard reasoning models
• Greater horizon lengths enhance planning intelligence capabilities
• Current reasoning models are inadequate for addressing temporal intelligence complexities