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Detecting Contradictions Within and Across Documents

Summary: DocChecker represents document-derived entities and relations as a joined, knowledge-enriched property graph, detecting contradictions both within and across documents. Its PTIME vertex/edge rules unify logical reasoning with ML/NLP signals; parallel rule discovery achieves up to 0.935 F1 and scales to large collections. (summarized by gpt-6-luna on Oct 22 2026)

Paper ID
h4d590ca4ebc9bf1a
Venue
SIGMOD
Year
2027
Pagerank
4.9605343e-05
Overall Rank
10,390 | 30.36%
DOI
10.1145/3837105
PDF
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Authors

BibTeX Citation

@inproceedings{chen_sigmod27,
        title = {{Detecting Contradictions Within and Across Documents}},
        author = {Chen, Shenglin and Fan, Wenfei and Jin, Ruochun and Ma, Kexin},
        series = {{SIGMOD} '27},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3837105},
        url = {https://dl.acm.org/doi/10.1145/3837105},
        year = {2027}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 22 of 22 cited papers.

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

Rank Cited Paper Year Venue Pagerank
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.0006440069
33 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00049435337
200 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00025443474
460 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00017836918
527 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016859013
853 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013437314
1,731 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.7585913e-05
1,744 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.7253583e-05
2,473 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.3984284e-05
2,894 Functional Dependencies for Graphs 2016 SIGMOD 7.8870146e-05
3,970 DiffPrep: Differentiable Data Preprocessing Pipeline Search for Learning over Tabular Data 2023 SIGMOD 6.8768492e-05
4,557 Incrementalizing Graph Algorithms 2021 SIGMOD 6.5264915e-05
6,539 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7351897e-05
7,041 CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning 2021 SIGMOD 5.5982623e-05
7,318 Discovering Association Rules from Big Graphs 2022 VLDB 5.5411422e-05
7,892 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4156936e-05
7,932 Complaint-Driven Training Data Debugging at Interactive Speeds 2022 SIGMOD 5.4074941e-05
8,313 Capturing Associations in Graphs 2020 VLDB 5.3410298e-05
8,420 Deducing Certain Fixes to Graphs 2019 VLDB 5.3198062e-05
9,847 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 5.1064323e-05
11,605 Capturing More Associations by Referencing External Graphs 2024 VLDB 4.9605343e-05
12,259 Catching Numeric Inconsistencies in Graphs 2018 SIGMOD 4.9605343e-05
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