Semantic Parsing - Groups

Improving Generalization in Language Model-Based Text-to-SQL

Two simple semantic boundary-based techniques to improve the generalization of language model-based text-to-SQL

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SCHOLAR

SCHOLAR is a collection of utterances querying an academic database, and GEO is a classic dataset with queries about U.S. geography.

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On The Ingredients of an Effective Zero-shot Semantic Parser

Semantic parsers map natural language utterances into meaning representations (e.g. programs). Such models are typically bottle-necked by the paucity of training data due to the...

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SCAN

SCAN is a semantic parsing dataset of natural language navigation commands that are mapped to corresponding action sequences.

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NL2BASH: A corpus and semantic parser for natural language interface to the L...

The NL2BASH dataset is a corpus and semantic parser for natural language interface to the Linux operating system.

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5 datasets found

Improving Generalization in Language Model-Based Text-to-SQL

SCHOLAR

On The Ingredients of an Effective Zero-shot Semantic Parser

SCAN

NL2BASH: A corpus and semantic parser for natural language interface to the L...