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A survey on neural data-to-text generation
Data-to-text Generation (D2T) aims to generate textual natural language statements that can
fluently and precisely describe the structured data such as graphs, tables, and meaning …
fluently and precisely describe the structured data such as graphs, tables, and meaning …
Bridging textual and tabular data for cross-domain text-to-SQL semantic parsing
We present BRIDGE, a powerful sequential architecture for modeling dependencies
between natural language questions and relational databases in cross-DB semantic …
between natural language questions and relational databases in cross-DB semantic …
Recent advances in neural text generation: A task-agnostic survey
In recent years, considerable research has been dedicated to the application of neural
models in the field of natural language generation (NLG). The primary objective is to …
models in the field of natural language generation (NLG). The primary objective is to …
Faithfulness in natural language generation: A systematic survey of analysis, evaluation and optimization methods
Natural Language Generation (NLG) has made great progress in recent years due to the
development of deep learning techniques such as pre-trained language models. This …
development of deep learning techniques such as pre-trained language models. This …
Towards faithful neural table-to-text generation with content-matching constraints
Text generation from a knowledge base aims to translate knowledge triples to natural
language descriptions. Most existing methods ignore the faithfulness between a generated …
language descriptions. Most existing methods ignore the faithfulness between a generated …
Controlling hallucinations at word level in data-to-text generation
Abstract Data-to-Text Generation (DTG) is a subfield of Natural Language Generation
aiming at transcribing structured data in natural language descriptions. The field has been …
aiming at transcribing structured data in natural language descriptions. The field has been …
Neural methods for data-to-text generation
The neural boom that has sparked natural language processing (NLP) research throughout
the last decade has similarly led to significant innovations in data-to-text (D2T) generation …
the last decade has similarly led to significant innovations in data-to-text (D2T) generation …
Photon: A robust cross-domain text-to-SQL system
Natural language interfaces to databases (NLIDB) democratize end user access to relational
data. Due to fundamental differences between natural language communication and …
data. Due to fundamental differences between natural language communication and …
Towards faithfulness in open domain table-to-text generation from an entity-centric view
In open domain table-to-text generation, we notice the unfaithful generation usually contains
hallucinated entities which can not be aligned to any input table record. We thus try to …
hallucinated entities which can not be aligned to any input table record. We thus try to …
[HTML][HTML] Enhancing accessibility for the blind and visually impaired: Presenting semantic information in PDF tables
The ubiquitous and layout-friendly PDF documents have multiple elements for disseminating
knowledge and require visual cues for interpretation. Users with visual impairments depend …
knowledge and require visual cues for interpretation. Users with visual impairments depend …