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Vue 3 multiselect component with single select, multiselect and tagging options.. Latest version: 2.6.11, last published: 8 months ago.
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TLT/Jarvis - Intent Detection & Slot Tagging | NVIDIA NGC
This collection contains models and notebooks for Intent detection & Slot tagging training and deployment with TLT and Jarvis respectively
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[1812.10628] Intent Detection and Slots Prompt in a Closed-Domain Chatbot
In this paper, we introduce a methodology for predicting intent and slots of a query for a chatbot that answers career-related queries. We take a multi-staged approach where both the processes (intent-classification and slot-tagging) inform each other's decision-making in different stages. The model breaks down the problem into stages, solving one problem at a time and passing on relevant results of the current stage to the next, thereby reducing search space for subsequent stages, and eventually making classification and tagging more viable after each stage. We also observe that relaxing rules for a fuzzy entity-matching in slot-tagging after each stage (by maintaining a separate Named Entity Tagger per stage) helps us improve performance, although at a slight cost of false-positives. Our model has achieved state-of-the-art performance with F1-score of 77.63% for intent-classification and 82.24% for slot-tagging on our dataset that we would publicly release along with the paper.
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This collection contains models and notebooks for Intent detection & Slot tagging training and deployment with TLT and Jarvis respectively.
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Slots Configurations — ACE Agent - docs.nvidia.com
ACE Agent facilitates the detection and handling of slots using a file called slots.yaml. You can define the slots you want to support, as well as attributes such as memory and rules for slot tagging and/or slot manipulation.
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This study evaluates the impacts of slot tagging and training data length on joint natural language understanding (NLU) models for medication management scenarios using chatbots in Spanish.
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