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A Moonshot Semantic Parser for WizardofOz Dialogues
with the Precise ThingTalk Representation
Giovanni CampagnaSina J. Remnant Ryan Kearns Lucas Jun Kobe NATO
Sinai EU Monica S. Lam
Computer Science
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How to fill out a few-shot semantic parser
How to fill out a few-shot semantic parser
01
Understand the problem domain and the type of queries you want the few-shot semantic parser to understand
02
Create a dataset with a few labeled examples of the queries you want to support
03
Preprocess the text data and tokenize it into input-output pairs
04
Choose a few-shot learning algorithm such as meta-learning or pre-training with few-shot classification tasks
05
Fine-tune the few-shot semantic parser on the labeled examples
06
Evaluate the performance of the parser on a held-out test set
Who needs a few-shot semantic parser?
01
Researchers working in natural language processing who want to quickly adapt a semantic parser to new domains or languages
02
Developers of chatbots or virtual assistants that need to understand a wide range of user queries with minimal training data
03
Companies looking to improve the efficiency of their customer support or information retrieval systems by quickly adding support for new query types
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What is a few-shot semantic parser?
A few-shot semantic parser is a system that can learn to parse natural language queries into executable programs using only a few annotated examples.
Who is required to file a few-shot semantic parser?
Developers or researchers who are working on natural language processing tasks that require semantic parsing may be required to file a few-shot semantic parser.
How to fill out a few-shot semantic parser?
To fill out a few-shot semantic parser, developers need to provide annotated examples that help the system learn how to map natural language queries to executable programs.
What is the purpose of a few-shot semantic parser?
The purpose of a few-shot semantic parser is to enable the system to understand and execute natural language queries with minimal training data.
What information must be reported on a few-shot semantic parser?
A few-shot semantic parser must report the annotated examples used for training, the performance metrics of the system, and any limitations or challenges faced during development.
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