Graph alignment for cross-domain text-to-sql
WebOne of the major challenges in text-to-SQL parsing is do-main generalization, i.e. , how to generalize well to un-seen databases. Recently, the pretrained text-to-text trans-former model, namely T5, though not specialized for text-to-SQL parsing, has achieved state-of-the-art performance on standard benchmarks targeting domain generalization. In WebJun 17, 2024 · This work presents a unified framework, based on the relation-aware self-attention mechanism, to address schema encoding, schema linking, and feature representation within a text-to-SQL encoder and achieves the new state-of-the-art performance on the Spider leaderboard. Expand 249 Highly Influential PDF
Graph alignment for cross-domain text-to-sql
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WebOct 31, 2024 · Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing Conference Paper Jan 2024 Ben Bogin Jonathan Berant Matt Gardner View Spider: A Large-Scale Human-Labeled...
WebText-to-SQL, the task of translating the natural language utterance into SQL, has attracted much attention recently. Under the cross-domain setting, the traditional semantic parse … WebWe propose a Graph Alignment for cross-domain Text-to-SQL (GASQL) to provide a method that unified encodes the natural language utterance and the database schema. …
Webtinctively during the graph iteration. We also design an auxiliary task called graph pruning to improve the discriminative capability of the encoder. Our framework achieves state-of-the-art results (62:8% with GLOVE, 72:0% with ELECTRA) on the cross-domain text-to-SQL benchmark Spider at the time of writing. 1 Introduction WebJul 30, 2024 · We present Photon, a robust, modular, cross-domain NLIDB that can flag natural language input to which a SQL mapping cannot be immediately determined. Photon consists of a strong neural...
WebApr 18, 2024 · Most deep learning approaches for text-to-SQL generation are limited to the WikiSQL dataset, which only supports very simple queries over a single table. We focus on the Spider dataset, a complex and cross-domain text-to-SQL task, which includes complex queries over multiple tables. In this paper, we propose a SQL clause-wise decoding …
WebAug 8, 2024 · [4] presents a unified framework to address schema encoding, linking, and feature representation within a text-to-SQL encoder. [5] encodes the database schema … how to stream your steam gamesWebCross-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 … how to stream youtube on discordWebApr 7, 2024 · Abstract We present a neural approach called IRNet for complex and cross-domain Text-to-SQL. IRNet aims to address two challenges: 1) the mismatch between intents expressed in natural … reading assessment in spanishWebApr 18, 2024 · SyntaxSQLNet (Yu et al., 2024b) is the first and state-of-the-art model for the Spider (Yu et al., 2024c), a complex and cross-domain text-to-SQL task.They proposed a SQL specific syntax tree-based decoder with SQL generation history. They developed 9 modules for different SQL components and generated SQL tokens sequentially by … how to stream your twitch on youtubeWebApr 15, 2024 · Download Citation On Apr 15, 2024, Yadong Liu and others published Graph Alignment for Cross-Domain Text-to-SQL Find, read and cite all the research … how to stream your vr on discordWebNov 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 … how to stream your switch to pc on discordWebYujian Gan, Matthew Purver, and John R. Woodward. 2024. A Review of Cross-Domain Text-to-SQL Models. In Proceedings of the 1st … reading assessment for first grade