Jul 4, 2023 · 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 ...

KA2G achieves robust and data-efficient slot filling for speech-based ToD by (1) framing it as a text generation task, (2) grounding text generation ...

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 ...

This motivates research into slot-filling methods that operate with limited amounts of labelled data. Moreover, the majority of current work on ToD is based ...

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 ...

Knowledge-aware audio-grounded generative slot filling for limited annotated data. G Sun, C Zhang, I Vulić, P Budzianowski, PC Woodland. Computer Speech ...

Knowledge-Aware Audio-Grounded Generative Slot Filling for Limited Annotated Data · Computer Science. Comput. Speech Lang. · 2024.

The goal of Slot Filling is to identify from a running dialog different slots, which correspond to different parameters of the user's query.

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 ...

Knowledge-aware audio-grounded generative slot filling for limited annotated data. Comput. Speech Lang. 89: 101707 (2025); 2024. [j4]. view. electronic edition ...