WebCross-domain alignment between two sets of entities (e.g., objects in an image, words in a sentence) is fundamental to both computer vision and natural language processing.Existing methods mainly focus on designing advanced attention mechanisms to simulate soft alignment, with no training signals to explicitly encourage alignment. The learned … WebNov 1, 2024 · Focusing on the above two key issues, we propose a Structure-Aware Dual Graph Aggregation Network (SADGA) for cross-domain Text-to-SQL. In SADGA, we …
Text-To-SQL Papers With Code
Webdepth study on the role of schema linking in text-to-SQL parsing. Intuitively, schema linking helps both cross-domain generalizability and complex SQL generation, which have been identified as the cur-rent bottlenecks of the text-to-SQL task (Finegan-Dollak et al.,2024;Yu et al.,2024c). By cross-domain generalizability, we refer to the proper WebJan 18, 2024 · Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing. no code yet • 18 Jan 2024. Recently, the pre-trained text-to-text transformer model, namely T5, … ophthalmologist constantia kloof
[2006.14744] Graph Optimal Transport for Cross-Domain …
Web2016). In our cross-domain text-to-SQL task, we can directly generate labeled data over unseen DBs as extra training data. The key of data augmen-tation is how to improve the quality of generated data. As two prior works,Yu et al.(2024a) manu-ally align question tokens and DB elements in the corresponding SQL query, in order to obtain rela- WebJun 17, 2024 · In this work, we focus on two crucial components in the cross-domain text-to-SQL semantic parsing task: schema linking and value filling. To encourage the model to learn better encoding ability, we propose a column selection auxiliary task to empower the encoder with the relevance matching capability by using explicit learning targets. WebIt is a graph in which each vertex corresponds to a sequence segment, and each edge indicates an ungapped alignment between the connected vertices, or more precisely … ophthalmologist chester va