Natural Language Understanding

[TOC] Title: Natural Language Decomposition and Interpretation of Complex Utterances Author: Jacob Andreas Publish Year: 15 May 2023 Review Date: Mon, May 22, 2023 url: https://arxiv.org/pdf/2305.08677.pdf Summary of paper Motivation natural language interface often require supervised data to translate user request into structure intent representations however, during data collection, it can be difficult to anticipate and formalise the full range of user needs we introduce an approach for equipping a simple language to code model to handle complex utterances via a process of hierarchical natural language decomposition....

[TOC] Title: Out of Order: How Important Is The Sequential Order of Words in a Sentence in Natural Language Understanding Tasks? Author: Thang M. Pham Publish Year: Jul 2021 Review Date: Feb 2022 Summary of paper The author found out that BERT-based models trained on GLUE have low sensitivity to word orders. The research questions are the following Do BERT-based models trained on GLUE care about the order of words in a sentence?...