Search Results for author: Abhinav Arora

Found 7 papers, 2 papers with code

Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing

no code implementations Findings (EMNLP) 2021 Akshat Shrivastava, Pierce Chuang, Arun Babu, Shrey Desai, Abhinav Arora, Alexander Zotov, Ahmed Aly

An effective recipe for building seq2seq, non-autoregressive, task-oriented parsers to map utterances to semantic frames proceeds in three steps: encoding an utterance $x$, predicting a frame's length |y|, and decoding a |y|-sized frame with utterance and ontology tokens.

Cross-Lingual Transfer Decoder +3

El Volumen Louder Por Favor: Code-switching in Task-oriented Semantic Parsing

no code implementations EACL 2021 Arash Einolghozati, Abhinav Arora, Lorena Sainz-Maza Lecanda, Anuj Kumar, Sonal Gupta

Being able to parse code-switched (CS) utterances, such as Spanish+English or Hindi+English, is essential to democratize task-oriented semantic parsing systems for certain locales.

Data Augmentation Semantic Parsing

MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing Benchmark

no code implementations EACL 2021 Haoran Li, Abhinav Arora, Shuohui Chen, Anchit Gupta, Sonal Gupta, Yashar Mehdad

Scaling semantic parsing models for task-oriented dialog systems to new languages is often expensive and time-consuming due to the lack of available datasets.

Benchmarking Semantic Parsing +1

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