Almawave-SLU: A new dataset for SLU in Italian
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Abstract (arXiv)
The widespread use of conversational and question answering systems made it necessary to improve the performances of speaker intent detection and understanding of related semantic slots, i.e., Spoken Language Understanding (SLU). Often, these tasks are approached with supervised learning methods, which needs considerable labeled datasets. This paper presents the first Italian dataset for SLU. It is derived through a semi-automatic procedure and is used as a benchmark of various open source and commercial systems.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Jul 2019.
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Citing papers per year: 2021: 4; 2022: 5; 2023: 2; 2024: 2.
13 papers.
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- 2021From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understandingcited by 43
- 2021Multilingual and Cross-Lingual Intent Detection from Spoken Datacited by 35
- 2022Cross-Lingual Dialogue Dataset Creation via Outline-Based Generationcited by 23
- 2021Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systemscited by 16
- 2022MULTI3NLU++: A Multilingual, Multi-Intent, Multi-Domain Dataset for Natural Language Understanding in Task-Oriented Dialoguecited by 15
- 2022A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialogcited by 14
- 2023ITALIC: An Italian Intent Classification Datasetcited by 10
- 2022Z-BERT-A: a zero-shot Pipeline for Unknown Intent detectioncited by 4
- 2024Domain Adaptation in Intent Classification Systems: A Reviewcited by 4
- 2024Speech Analysis of Language Varieties in Italycited by 3
- 2022A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deceptioncited by 1
- 2021A survey of joint intent detection and slot-filling models in natural language understandingcited by 0
1 more
- 2024Speech Analysis of Language Varieties in Italy22 Jun 2024
- 2024Domain Adaptation in Intent Classification Systems: A Review26 Mar 2024
- 2023ITALIC: An Italian Intent Classification Dataset14 Jun 2023
- 2023Improving the Intent Classification accuracy in Noisy Environment12 Mar 2023
- 2022MULTI3NLU++: A Multilingual, Multi-Intent, Multi-Domain Dataset for Natural Language Understanding in Task-Oriented Dialogue20 Dec 2022
- 2022Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection15 Aug 2022
- 2022A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception11 Aug 2022
- 2022A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog26 Jul 2022
- 2022Cross-Lingual Dialogue Dataset Creation via Outline-Based Generation31 Jan 2022
- 2021From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding15 May 2021
- 2021Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems17 Apr 2021
- 2021Multilingual and Cross-Lingual Intent Detection from Spoken Data17 Apr 2021
- 2021From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understandingcited by 43
- 2021Multilingual and Cross-Lingual Intent Detection from Spoken Datacited by 35
- 2022Cross-Lingual Dialogue Dataset Creation via Outline-Based Generationcited by 23
- 2021Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systemscited by 16
- 2022MULTI3NLU++: A Multilingual, Multi-Intent, Multi-Domain Dataset for Natural Language Understanding in Task-Oriented Dialoguecited by 15
- 2022A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialogcited by 14
- 2023ITALIC: An Italian Intent Classification Datasetcited by 10
- 2022Z-BERT-A: a zero-shot Pipeline for Unknown Intent detectioncited by 4
- 2024Domain Adaptation in Intent Classification Systems: A Reviewcited by 4
- 2024Speech Analysis of Language Varieties in Italycited by 3
- 2022A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deceptioncited by 1
- 2021A survey of joint intent detection and slot-filling models in natural language understandingcited by 0
12 most cited of 13 All 13 (JSON)
- 2024Speech Analysis of Language Varieties in Italy22 Jun 2024
- 2024Domain Adaptation in Intent Classification Systems: A Review26 Mar 2024
- 2023ITALIC: An Italian Intent Classification Dataset14 Jun 2023
- 2023Improving the Intent Classification accuracy in Noisy Environment12 Mar 2023
- 2022MULTI3NLU++: A Multilingual, Multi-Intent, Multi-Domain Dataset for Natural Language Understanding in Task-Oriented Dialogue20 Dec 2022
- 2022Z-BERT-A: a zero-shot Pipeline for Unknown Intent detection15 Aug 2022
- 2022A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception11 Aug 2022
- 2022A Survey of Intent Classification and Slot-Filling Datasets for Task-Oriented Dialog26 Jul 2022
- 2022Cross-Lingual Dialogue Dataset Creation via Outline-Based Generation31 Jan 2022
- 2021From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding15 May 2021
- 2021Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems17 Apr 2021
- 2021Multilingual and Cross-Lingual Intent Detection from Spoken Data17 Apr 2021
12 newest of 13 All 13 (JSON)