Separating planning stages improves LLM reliability on complex compound tasks

GRASP generates global constraints, revises strategies in isolated contexts, and independently scores candidate plans before execution.

Top University

University of Maryland, College Park · NEC Laboratories America, Inc.

Research Digest··2 min read
Srivastava et al.

GRASP divides planning among three context-isolated modules.

Why this paper

From University of Maryland, College Park and NEC Laboratories America, Inc.

In one line

A multi-stage planning framework with separate generation, revision, and assessment modules improves LLM accuracy and multi-task robustness.

What we could check

  • ·No code link found
  • ·No weights link found
  • ·No dataset link found
  • ·No compute details found
  • ·No stated limitations found
  • ✓Reports numbers on named benchmarks (3 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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