MAVIDSQL: A Model-Agnostic Visualization for Interpretation and Diagnosis of Text-to-SQL Tasks

被引:0
|
作者
Tang, Jingwei [1 ]
Sun, Guodao [1 ]
Chen, Jiahui [1 ]
Zhang, Gefei [1 ]
Chang, Baofeng [1 ]
Wang, Haixia [1 ]
Liang, Ronghua [1 ]
机构
[1] Zhejiang University of Technology, College of Computer Science and Technology, Hangzhou,310023, China
基金
中国国家自然科学基金;
关键词
Data visualization - Errors - Flow visualization - Information systems - Job analysis - Long short-term memory - Natural language processing systems - Visual languages;
D O I
10.1109/TCDS.2024.3391278
中图分类号
学科分类号
摘要
引用
收藏
页码:1887 / 1903
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  • [1] FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis
    Zhang, Chao
    Mao, Yuren
    Fan, Yijiang
    Mi, Yu
    Gao, Yunjun
    Chen, Lu
    Lou, Dongfang
    Lin, Jinshu
    [J]. COMPANION OF THE 2024 INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, SIGMOD-COMPANION 2024, 2024, : 93 - 105
  • [2] Manifold: A Model-Agnostic Framework for Interpretation and Diagnosis of Machine Learning Models
    Zhang, Jiawei
    Wang, Yang
    Molino, Piero
    Li, Lezhi
    Ebert, David S.
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2019, 25 (01) : 364 - 373
  • [3] Model-Agnostic Metalearning-Based Text-Driven Visual Navigation Model for Unfamiliar Tasks
    Xue, Tianfang
    Yu, Haibin
    [J]. IEEE ACCESS, 2020, 8 : 166742 - 166752
  • [4] ConfusionFlow: A Model-Agnostic Visualization for Temporal Analysis of Classifier Confusion
    Hinterreiter, Andreas
    Ruch, Peter
    Stitz, Holger
    Ennemoser, Martin
    Bernard, Jurgen
    Strobelt, Hendrik
    Streit, Marc
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2022, 28 (02) : 1222 - 1236
  • [5] A Comprehensive Exploration on Spider with Fuzzy Decision Text-to-SQL Model
    Li, Qing
    Li, Lili
    Li, Qi
    Zhong, Jiang
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 16 (04) : 2542 - 2550
  • [6] SEOSS-Queries - a software engineering dataset for text-to-SQL and question answering tasks
    Tomova, Mihaela Todorova
    Hofmann, Martin
    Maeder, Patrick
    [J]. DATA IN BRIEF, 2022, 42
  • [7] Enhance text-to-SQL model performance with information sharing and reweight loss
    Chi Wei
    Shaobin Huang
    Rongsheng Li
    [J]. Multimedia Tools and Applications, 2022, 81 : 15205 - 15217
  • [8] Enhance text-to-SQL model performance with information sharing and reweight loss
    Wei, Chi
    Huang, Shaobin
    Li, Rongsheng
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (11) : 15205 - 15217
  • [9] Mechanism-aware and multimodal AI: beyond model-agnostic interpretation
    Occhipinti, Annalis
    Verma, Suraj
    Doan, Le Minh Thao
    Angione, Claudio
    [J]. TRENDS IN CELL BIOLOGY, 2024, 34 (02) : 85 - 89
  • [10] General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models
    Molnar, Christoph
    Koenig, Gunnar
    Herbinger, Julia
    Freiesleben, Timo
    Dandl, Susanne
    Scholbeck, Christian A.
    Casalicchio, Giuseppe
    Grosse-Wentrup, Moritz
    Bischl, Bernd
    [J]. XXAI - BEYOND EXPLAINABLE AI: International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers, 2022, 13200 : 39 - 68