Zero-shot Slot Filling

10 papers with code • 3 benchmarks • 3 datasets

This task has no description! Would you like to contribute one?

Latest papers with no code

Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data

no code yet • 4 Jul 2023

In this work, we propose a Knowledge-Aware Audio-Grounded generative slot-filling framework, termed KA2G, that focuses on few-shot and zero-shot slot filling for ToD with speech input.

KGI: An Integrated Framework for Knowledge Intensive Language Tasks

no code yet • 8 Apr 2022

In this paper, we present a system to showcase the capabilities of the latest state-of-the-art retrieval augmented generation models trained on knowledge-intensive language tasks, such as slot filling, open domain question answering, dialogue, and fact-checking.

mcBERT: Momentum Contrastive Learning with BERT for Zero-Shot Slot Filling

no code yet • 24 Mar 2022

Zero-shot slot filling has received considerable attention to cope with the problem of limited available data for the target domain.

Re2G: Retrieve, Rerank, Generate

no code yet • ACL ARR January 2022

As demonstrated by GPT-3 and T5, transformers grow in capability as parameter spaces become larger and larger.

QA-Driven Zero-shot Slot Filling with Weak Supervision Pretraining

no code yet • ACL 2021

To address this problem, we introduce QA-driven slot filling (QASF), which extracts slot-filler spans from utterances with a span-based QA model.

Linguistically-Enriched and Context-Aware Zero-shot Slot Filling

no code yet • 16 Jan 2021

Thus, it is imperative that these models seamlessly adapt and fill slots from both seen and unseen domains -- unseen domains contain unseen slot types with no training data, and even seen slots in unseen domains are typically presented in different contexts.

Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack

no code yet • COLING 2020

In this paper, we propose a Contrastive Zero-Shot Learning with Adversarial Attack (CZSL-Adv) method for the cross-domain slot filling.

mForms : Multimodal Form-Filling with Question Answering

no code yet • 24 Nov 2020

This paper presents a new approach to form-filling by reformulating the task as multimodal natural language Question Answering (QA).