Specialized executors follow declared agent plans more faithfully

Routing tasks to executors designed for specific planning patterns substantially improved structural adherence and task success.

Top University
Subba Reddy Oota · Francisco Herrera · Jordi Cabot Sagrera · Marcos López de Prado · Shadab Khan

ADIA Lab · University of Granada · Luxembourg Institute of Science and Technology · Cornell University · Lawrence Berkeley National Laboratory

Research Digest··3 min read
Oota et al.

The authors introduce Planning-as-Routing.

Why this paper

From Lawrence Berkeley National Laboratory and 4 others

In one line

LLM agents often fail to execute their declared plans; pattern-specific executors close the execution gap, but selecting the right planning mode remains unreliable.

What we could check

  • ·No code link found
  • ·No weights link found
  • ·No dataset link found
  • ·No compute details found
  • ✓Limitations stated by the authors
  • ✓Reports numbers on named benchmarks (2 benchmarks)

Observed from the paper text and links we have. Absence here means we did not find it, not that it does not exist.

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