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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
h62198dfa246ccf99
Venue
SIGMOD
Year
2024
Pagerank
9.2760522e-05
Overall Rank
1,977 | 86.72%
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 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
3,321 GenRewrite: Query Rewriting via Large Language Models 2026 SIGMOD 7.427185e-05
4,213 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 6.7281505e-05
4,565 QUEST: Query Optimization in Unstructured Document Analysis 2025 VLDB 6.5295131e-05
5,208 ELEET: Efficient Learned Query Execution over Text and Tables 2024 VLDB 6.2254341e-05
5,546 Automated Validating and Fixing of Text-to-SQL Translation with Execution Consistency 2025 SIGMOD 6.085842e-05
6,575 Can Large Language Models Be Query Optimizer for Relational Databases? 2026 SIGMOD 5.7428777e-05
7,531 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 5.4994676e-05
7,589 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 5.4880216e-05
7,819 Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations 2024 SIGMOD 5.4460313e-05
7,933 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.4228804e-05
8,429 On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message Passing 2025 VLDB 5.3324907e-05
9,077 ST-Raptor: LLM-Powered Semi-Structured Table Question Answering 2026 SIGMOD 5.2258409e-05
9,078 Unveiling Challenges for LLMs in Enterprise Data Engineering 2026 VLDB 5.2258409e-05
9,239 Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables 2025 SIGMOD 5.2032182e-05
10,149 BridgeScope: A Universal Toolkit for Bridging Large Language Models and Databases 2026 CIDR 5.0691578e-05
10,169 Cents: A Flexible and Cost-Effective Framework for LLM-Based Table Understanding 2025 VLDB 5.0658661e-05
10,499 OctoSelector: Efficient and Effective Batch-Aware Model Selection for Large Language Models 2026 SIGMOD 4.9769913e-05
10,606 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 4.9769913e-05
10,847 EcoTable: Cost-effective Table Integration in Data Lakes for Natural Language Queries 2026 VLDB 4.9769913e-05
10,862 Auto-Fill: Learning to Predict Missing Values Accurately with Specialist Language Models 2026 VLDB 4.9769913e-05
11,264 Birdie: Natural Language-Driven Table Discovery Using Differentiable Search Index 2025 VLDB 4.9769913e-05
11,419 TableCopilot: A Table Assistant Empowered by Natural Language Conditional Table Discovery 2025 VLDB 4.9769913e-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
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
134 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030042569
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028038831
296 Generic Schema Matching with Cupid 2001 VLDB 0.00021857869
329 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00020867521
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019876273
377 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019564011
548 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016572863
1,044 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012329478
1,337 Harvesting Relational Tables from Lists on the Web 2009 VLDB 0.00010982201
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,778 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.6578031e-05
1,929 CHORUS: Foundation Models for Unified Data Discovery and Exploration 2024 VLDB 9.3551286e-05
2,093 Sato: Contextual Semantic Type Detection in Tables 2020 VLDB 9.0593586e-05
2,613 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 8.2229082e-05
2,744 Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations 2018 VLDB 8.064168e-05
2,748 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.0572603e-05
2,962 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.8038782e-05
3,236 How Large Language Models Will Disrupt Data Management 2023 VLDB 7.4996147e-05
3,473 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.2697311e-05
3,615 TEGRA: Table Extraction by Global Record Alignment 2015 SIGMOD 7.1558238e-05
4,972 Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples 2021 SIGMOD 6.3300201e-05
5,168 Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples 2023 VLDB 6.2432932e-05
5,686 DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models 2024 SIGMOD 6.0347166e-05
6,490 Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code 2018 SIGMOD 5.7653145e-05
7,742 Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes 2021 SIGMOD 5.4599258e-05
7,912 Pollock: A Data Loading Benchmark 2023 VLDB 5.4260784e-05
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