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  1. Title: Plansformer – Tool Demonstrating Generation of Symbolic Plans Using Transformers
  2. Author: Vishal Pallagani et. al.
  3. Publish Year: IJCAI-23
  4. Review Date: Sat, Sep 16, 2023
  5. url: https://www.ijcai.org/proceedings/2023/0839.pdf

Summary of paper

Motivation

  • making a bridge between planning in LLM and planning in traditional automatic planner

Design of Plansformer

image-20230916142131826

  • in the evaluation phase, planner testing helps to validate the plan (both the syntax validation and plan optimality validation), model testing helps to force a linguistic consistency (in this case it supervise the semantics).

Function of this Plansformer

  • The Plansformer operates as an AI planner designed for plan generation, not for creating PDDLs from natural language descriptions.

image-20230916144140801