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Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks

Summary: Table-GPT introduces table fine-tuning for GPT-3.5/ChatGPT: continue-training on synthetic tasks distilled from real relational tables to improve 2D table understanding. Yields consistent gains on data transformation/cleaning/imputation/table-QA, including unseen holdout tasks, while preserving instruction-following generalization. (summarized by gpt-5.4-mini on May 24 2026)

Paper ID
7001
Venue
SIGMOD
Year
2024
Pagerank
9.1682353e-05
Overall Rank
2,099 | 85.61%
DOI
10.1145/3654979

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{li_sigmod24,
        title = {{Table-GPT: Table Fine-tuned GPT for Diverse Table Tasks}},
        author = {Li, Peng and He, Yeye and Yashar, Dror and Cui, Weiwei and Ge, Song and Zhang, Haidong and Fainman, Danielle Rifinski and Zhang, Dongmei and Chaudhuri, Surajit},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3654979},
        url = {https://dl.acm.org/doi/10.1145/3654979},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
4,363 GenRewrite: Query Rewriting via Large Language Models 2026 SIGMOD 6.7423909e-05
5,293 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 6.279939e-05
6,118 ELEET: Efficient Learned Query Execution over Text and Tables 2024 VLDB 5.9698795e-05
6,267 Automated Validating and Fixing of Text-to-SQL Translation with Execution Consistency 2025 SIGMOD 5.9348282e-05
6,371 QUEST: Query Optimization in Unstructured Document Analysis 2025 VLDB 5.8962187e-05
7,809 Can Large Language Models Be Query Optimizer for Relational Databases? 2026 SIGMOD 5.5399022e-05
8,797 Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations 2024 SIGMOD 5.3702298e-05
8,906 Unveiling Challenges for LLMs in Enterprise Data Engineering 2026 VLDB 5.3483178e-05
9,380 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 5.2755515e-05
9,505 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.258497e-05
9,550 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 5.2528121e-05
9,972 Cents: A Flexible and Cost-Effective Framework for LLM-Based Table Understanding 2025 VLDB 5.1845938e-05
10,140 BridgeScope: A Universal Toolkit for Bridging Large Language Models and Databases 2026 CIDR 5.093636e-05
10,276 OctoSelector: Efficient and Effective Batch-Aware Model Selection for Large Language Models 2026 SIGMOD 5.093636e-05
10,399 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 5.093636e-05
10,403 ST-Raptor: LLM-Powered Semi-Structured Table Question Answering 2026 SIGMOD 5.093636e-05
10,785 Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables 2025 SIGMOD 5.093636e-05
10,850 Birdie: Natural Language-Driven Table Discovery Using Differentiable Search Index 2025 VLDB 5.093636e-05
10,924 On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message Passing 2025 VLDB 5.093636e-05
11,050 TableCopilot: A Table Assistant Empowered by Natural Language Conditional Table Discovery 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
112 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00032801121
141 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.0002964847
176 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00027191081
297 Generic Schema Matching with Cupid 2001 VLDB 0.00022157284
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019979463
397 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019278189
420 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00018789852
549 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016692839
1,316 Harvesting Relational Tables from Lists on the Web 2009 VLDB 0.00011181216
1,323 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011152602
1,476 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010659277
1,923 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.4789109e-05
2,223 Sato: Contextual Semantic Type Detection in Tables 2020 VLDB 8.9189986e-05
2,242 CHORUS: Foundation Models for Unified Data Discovery and Exploration 2024 VLDB 8.8823802e-05
2,728 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.1995954e-05
2,978 Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations 2018 VLDB 7.9030989e-05
2,980 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 7.8975073e-05
3,147 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.7077175e-05
3,436 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.4157897e-05
3,536 How Large Language Models Will Disrupt Data Management 2023 VLDB 7.3297343e-05
3,574 TEGRA: Table Extraction by Global Record Alignment 2015 SIGMOD 7.2958137e-05
5,134 Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples 2021 SIGMOD 6.3532024e-05
5,403 Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples 2023 VLDB 6.2306083e-05
6,436 Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code 2018 SIGMOD 5.8793793e-05
6,545 DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models 2024 SIGMOD 5.8454882e-05
7,690 Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes 2021 SIGMOD 5.5669307e-05
7,803 Pollock: A Data Loading Benchmark 2023 VLDB 5.5418222e-05
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