The Complex Negotiation Dialogue Game

TL;DR

This paper introduces an abstract model for complex negotiation dialogue aimed at benchmarking various optimization algorithms like Reinforcement Learning and Stochastic Games.

Contribution

It formalizes a novel abstract model for negotiation dialogue to serve as a benchmark for diverse optimization techniques.

Findings

Provides a formal framework for negotiation dialogue modeling

Enables benchmarking of optimization algorithms in dialogue systems

Facilitates comparison of learning methods in complex negotiation scenarios

Abstract

This position paper formalises an abstract model for complex negotiation dialogue. This model is to be used for the benchmark of optimisation algorithms ranging from Reinforcement Learning to Stochastic Games, through Transfer Learning, One-Shot Learning or others.