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Published at December 4

Intent-driven In-context Learning for Few-shot Dialogue State Tracking

cs.CL

cs.AI

Released Date: December 4, 2024

Authors: Zihao Yi¹, Zhe Xu, Ying Shen

Aff.: ¹School of Intelligent Systems Engineering, Sun Yat-sen University, Shenzhen, China

Arxiv: http://arxiv.org/pdf/2412.03270v1

Refer to caption

Model	Parameter Size	1% MultiWOZ 2.1	1% MultiWOZ 2.4
TRADE (2019 ACL)[22]	$<1$ B	12.58	-
SGPDST (2019 EMNLP)[23]		32.11	-
DS2 (2022 ACL)[24]		33.76	36.76
FaS-DST (2024 ICASSP)[25]		36.27	-
IC-DST GPT-Neo (2022 EMNLP)[14]	$1\sim 10$ B	16.70	17.36
SM2-11B (2023 ACL)[26]		38.06	37.59
LDST (2023 EMNLP)[27]		-	46.77
IDIC-DST (ours)		43.11	52.66
SM2-11B (2023 ACL)[26]	$10\sim 100$ B	38.36	40.03
IC-DST Codex (2022 EMNLP)[14]	$>100$ B	43.13	48.35