activity
20212023
most citedA survey of joint intent detection and slot-filling models in natural language understanding

25 citations · 49 across the 6 of their papers we have counts for

collaborators

6 papers

cs.SI2023★ 23 cited

Social network modeling and applications, a tutorial

Lisette Espín-Noboa, Tiago Peixoto, Fariba Karimi

Social networks have been widely studied over the last century from multiple disciplines to understand societal issues such as inequality in employment rates, managerial performanc…

cs.CL2023

Tri-level Joint Natural Language Understanding for Multi-turn Conversational Datasets

Henry Weld, Sijia Hu, Siqu Long +2

Natural language understanding typically maps single utterances to a dual level semantic frame, sentence level intent and slot labels at the word level. The best performing models…

cs.CL2022★ 1 cited

Spoken Language Understanding for Conversational AI: Recent Advances and Future Direction

Soyeon Caren Han, Siqu Long, Henry Weld +1

When a human communicates with a machine using natural language on the web and online, how can it understand the human's intention and semantic context of their talk? This is an im…

cs.CL2022

Bi-directional Joint Neural Networks for Intent Classification and Slot Filling

Soyeon Caren Han, Siqu Long, Huichun Li +2

Intent classification and slot filling are two critical tasks for natural language understanding. Traditionally the two tasks proceeded independently. However, more recently joint…

cs.CL2021

CONDA: a CONtextual Dual-Annotated dataset for in-game toxicity understanding and detection

Henry Weld, Guanghao Huang, Jean Lee +6

Traditional toxicity detection models have focused on the single utterance level without deeper understanding of context. We introduce CONDA, a new dataset for in-game toxic langua…

cs.CL2021★ 25 cited

A survey of joint intent detection and slot-filling models in natural language understanding

H. Weld, X. Huang, S. Long +2

Intent classification and slot filling are two critical tasks for natural language understanding. Traditionally the two tasks have been deemed to proceed independently. However, mo…