Building Indonesian Task-Oriented Dialogue Systems

Paper Title:

IndoToD: A Multi-Domain Indonesian Benchmark For End-to-End Task-Oriented Dialogue Systems

Published on:

2 November 2023

Primary Category:

Computation and Language

Paper Authors:

Muhammad Dehan Al Kautsar,

Rahmah Khoirussyifa' Nurdini,

Samuel Cahyawijaya,

Genta Indra Winata,

Ayu Purwarianti

Bullets

Key Details

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Introduces IndoToD, a new benchmark for Indonesian task-oriented dialogue

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Created by extending and translating two English datasets (CamRest676 and SMD)

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Covers nearly 1,000 dialogues across 4 domains: restaurant search, navigation, scheduling, weather

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Allows monolingual, cross-lingual and bilingual training and evaluation of dialogue systems

Explore the topics in this paper

benchmark dataset

bilingual dialog evaluation

cross-lingual training

indonesian language

task-oriented dialog

AI generated summary

Building Indonesian Task-Oriented Dialogue Systems

This paper introduces a new benchmark dataset called IndoToD to support building and evaluating task-oriented dialogue systems for Indonesian. The authors created the dataset by extending two existing English datasets through a process of delexicalization, translation, and lexicalization. The benchmark contains nearly 1,000 dialogues spanning four domains. Experiments demonstrate the value of IndoToD for monolingual, cross-lingual, and bilingual training and evaluation of task-oriented dialogue systems.