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Intent Classification is the task of correctly labeling a natural language utterance from a predetermined set of intents

Source: Multi-Layer Ensembling Techniques for Multilingual Intent Classification

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Latest papers with code

Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System

24 Apr 2021congyingxia/IncrementalFSTC

Two major challenges exist in this new task: (i) For the learning process, the system should incrementally learn new classes round by round without re-training on the examples of preceding classes; (ii) For the performance, the system should perform well on new classes without much loss on preceding classes.

FEW-SHOT TEXT CLASSIFICATION GENERAL CLASSIFICATION INTENT CLASSIFICATION RELATION CLASSIFICATION TEXT CLASSIFICATION

3
24 Apr 2021

Speak or Chat with Me: End-to-End Spoken Language Understanding System with Flexible Inputs

7 Apr 2021CoraJung/flexible-input-slu

To address the first challenge, we propose a novel system that can predict intents from flexible types of inputs: speech, ASR transcripts, or both.

INTENT CLASSIFICATION SPEECH RECOGNITION SPOKEN LANGUAGE UNDERSTANDING

2
07 Apr 2021

Intent Classification and Slot Filling for Privacy Policies

1 Jan 2021wasiahmad/PolicyIE

In this work, we propose PolicyIE, a corpus consisting of 5, 250 intent and 11, 788 slot annotations spanning 31 privacy policies of websites and mobile applications.

GENERAL CLASSIFICATION INTENT CLASSIFICATION SLOT FILLING

0
01 Jan 2021

Deep Open Intent Classification with Adaptive Decision Boundary

18 Dec 2020thuiar/Adaptive-Decision-Boundary

In this paper, we propose a post-processing method to learn the adaptive decision boundary (ADB) for open intent classification.

GENERAL CLASSIFICATION INTENT CLASSIFICATION

20
18 Dec 2020

Search4Code: Code Search Intent Classification Using Weak Supervision

24 Nov 2020microsoft/Search4Code

We evaluate the approach against several baselines on a real-world dataset comprised of over 1 million queries mined from Bing web search engine and show that the CNN based model can achieve an accuracy of 77% and 76% for C# and Java respectively.

CODE SEARCH GENERAL CLASSIFICATION INTENT CLASSIFICATION

7
24 Nov 2020

STIL -- Simultaneous Slot Filling, Translation, Intent Classification, and Language Identification: Initial Results using mBART on MultiATIS++

2 Oct 2020amazon-research/stil-mbart-multiatis

When no translation is performed, mBART's performance is comparable to the current state of the art system (Cross-Lingual BERT by Xu et al. (2020)) for the languages tested, with better average intent classification accuracy (96. 07% versus 95. 50%) but worse average slot F1 (89. 87% versus 90. 81%).

GENERAL CLASSIFICATION INTENT CLASSIFICATION LANGUAGE IDENTIFICATION NATURAL LANGUAGE UNDERSTANDING SLOT FILLING

2
02 Oct 2020

ImpactCite: An XLNet-based method for Citation Impact Analysis

5 May 2020DominiqueMercier/ImpactCite

Therefore, citation impact analysis (which includes sentiment and intent classification) enables us to quantify the quality of the citations which can eventually assist us in the estimation of ranking and impact.

GENERAL CLASSIFICATION INTENT CLASSIFICATION SENTIMENT ANALYSIS

0
05 May 2020

End-to-End Slot Alignment and Recognition for Cross-Lingual NLU

EMNLP 2020 amazon-research/multiatis

We introduce MultiATIS++, a new multilingual NLU corpus that extends the Multilingual ATIS corpus to nine languages across four language families, and evaluate our method using the corpus.

CROSS-LINGUAL TRANSFER GOAL-ORIENTED DIALOG INTENT CLASSIFICATION MACHINE TRANSLATION NATURAL LANGUAGE UNDERSTANDING WORD ALIGNMENT

8
29 Apr 2020

Stacked DeBERT: All Attention in Incomplete Data for Text Classification

1 Jan 2020gcunhase/StackedDeBERT

This is due to the fact that current approaches are built for and trained with clean and complete data, and thus are not able to extract features that can adequately represent incomplete data.

CHATBOT DENOISING GENERAL CLASSIFICATION INTENT CLASSIFICATION NATURAL LANGUAGE UNDERSTANDING TEXT CLASSIFICATION

27
01 Jan 2020