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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
9.9157758e-05
Overall Rank
1,669 | 88.82%
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 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
3,158 GenRewrite: Query Rewriting via Large Language Models 2026 SIGMOD 7.5676704e-05
4,047 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 6.8177935e-05
4,583 QUEST: Query Optimization in Unstructured Document Analysis 2025 VLDB 6.5079225e-05
4,917 Automated Validating and Fixing of Text-to-SQL Translation with Execution Consistency 2025 SIGMOD 6.3447485e-05
5,234 ELEET: Efficient Learned Query Execution over Text and Tables 2024 VLDB 6.204849e-05
6,584 Can Large Language Models Be Query Optimizer for Relational Databases? 2026 SIGMOD 5.72395e-05
7,548 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 5.481283e-05
7,606 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 5.4698748e-05
7,802 Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations 2024 SIGMOD 5.4336348e-05
7,894 ST-Raptor: LLM-Powered Semi-Structured Table Question Answering 2026 SIGMOD 5.4152499e-05
7,946 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.404949e-05
8,445 On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message Passing 2025 VLDB 5.3148581e-05
9,098 Unveiling Challenges for LLMs in Enterprise Data Engineering 2026 VLDB 5.208561e-05
9,201 Cents: A Flexible and Cost-Effective Framework for LLM-Based Table Understanding 2025 VLDB 5.1950133e-05
9,263 Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables 2025 SIGMOD 5.1860131e-05
9,348 BridgeScope: A Universal Toolkit for Bridging Large Language Models and Databases 2026 CIDR 5.1764094e-05
9,838 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 5.1064323e-05
10,383 Benchmarking Text-to-SQL under Role-Based Access Control 2027 SIGMOD 4.9605343e-05
10,397 FlowPipe: LLM-Enhanced Conditional Generative Flow Networks for Data Preparation Pipeline Construction 2027 SIGMOD 4.9605343e-05
10,405 NOAH: A System for Analyzing Non-relational Tables Using Natural Language 2027 SIGMOD 4.9605343e-05
10,409 SemDistill: Bootstrapping a Low-Latency, Low-Cost Semantic Table Annotator from Noisy LLM 2027 SIGMOD 4.9605343e-05
10,565 OctoSelector: Efficient and Effective Batch-Aware Model Selection for Large Language Models 2026 SIGMOD 4.9605343e-05
10,908 EcoTable: Cost-effective Table Integration in Data Lakes for Natural Language Queries 2026 VLDB 4.9605343e-05
10,923 Auto-Fill: Learning to Predict Missing Values Accurately with Specialist Language Models 2026 VLDB 4.9605343e-05
11,320 Birdie: Natural Language-Driven Table Discovery Using Differentiable Search Index 2025 VLDB 4.9605343e-05
11,472 TableCopilot: A Table Assistant Empowered by Natural Language Conditional Table Discovery 2025 VLDB 4.9605343e-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
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
132 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00030213215
158 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028049555
298 Generic Schema Matching with Cupid 2001 VLDB 0.00021849408
323 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021022156
366 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019902067
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019882429
544 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016584014
989 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012638176
1,336 Harvesting Relational Tables from Lists on the Web 2009 VLDB 0.00010969394
1,347 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010947547
1,690 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.8426663e-05
1,838 CHORUS: Foundation Models for Unified Data Discovery and Exploration 2024 VLDB 9.5195856e-05
1,985 Sato: Contextual Semantic Type Detection in Tables 2020 VLDB 9.2378767e-05
2,608 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 8.209962e-05
2,746 Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations 2018 VLDB 8.0458815e-05
2,752 Uni-Detect: A Unified Approach to Automated Error Detection in Tables 2019 SIGMOD 8.0387193e-05
2,960 Auto-Detect: Data-Driven Error Detection in Tables 2018 SIGMOD 7.7967245e-05
3,166 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.5597853e-05
3,223 How Large Language Models Will Disrupt Data Management 2023 VLDB 7.5043163e-05
3,618 TEGRA: Table Extraction by Global Record Alignment 2015 SIGMOD 7.1365624e-05
4,740 Auto-Tables: Synthesizing Multi-Step Transformations to Relationalize Tables without Using Examples 2023 VLDB 6.429338e-05
4,994 Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples 2021 SIGMOD 6.3099657e-05
5,654 DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models 2024 SIGMOD 6.0324041e-05
6,467 Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code 2018 SIGMOD 5.7580747e-05
7,755 Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes 2021 SIGMOD 5.4424293e-05
7,841 Pollock: A Data Loading Benchmark 2023 VLDB 5.4260736e-05
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