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SemEval-2021 Task 9: Fact Verification and Evidence Finding for Tabular Data in Scientific Documents (SEM-TAB-FACTS) [article]

Nancy X. R. Wang, Diwakar Mahajan, Marina Danilevsk. Sara Rosenthal
2021 arXiv   pre-print
In this paper, we address this challenge by presenting a new dataset and tasks that addresses this goal in a shared task in SemEval 2020 Task 9: Fact Verification and Evidence Finding for Tabular Data  ...  in Scientific Documents (SEM-TAB-FACTS).  ...  Conclusion and Future Works In this paper, we presented the data and competition results for SEM-TAB-FACTS, Shared Task 9 of SemEval 2021.  ... 
arXiv:2105.13995v1 fatcat:ci4evv4bsnadxjp2j2imxcpbvy

SemEval-2021 Task 9: Fact Verification and Evidence Finding for Tabular Data in Scientific Documents (SEM-TAB-FACTS)

Nancy X. R. Wang, Diwakar Mahajan, Marina Danilevsky, Sara Rosenthal
2021 Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021)   unpublished
In this paper, we address this challenge by presenting a new dataset and tasks that addresses this goal in a shared task in SemEval 2020 Task 9: Fact Verification and Evidence Finding for Tabular Data  ...  in Scientific Documents (SEM-TAB-FACTS).  ...  Conclusion and Future Works In this paper, we presented the data and competition results for SEM-TAB-FACTS, Shared Task 9 of SemEval 2021.  ... 
doi:10.18653/v1/2021.semeval-1.39 fatcat:eltsdmnvzzc75a3ej6vam4sfpe

Volta at SemEval-2021 Task 9: Statement Verification and Evidence Finding with Tables using TAPAS and Transfer Learning [article]

Devansh Gautam, Kshitij Gupta, Manish Shrivastava
2021 arXiv   pre-print
In this paper, we present our systems to solve Task 9 of SemEval-2021: Statement Verification and Evidence Finding with Tables (SEM-TAB-FACTS).  ...  The task consists of two subtasks: (A) Given a table and a statement, predicting whether the table supports the statement and (B) Predicting which cells in the table provide evidence for/against the statement  ...  Acknowledgments We thank the organisers of the shared task for their effort, and the anonymous reviewers for their insightful comments.  ... 
arXiv:2106.00248v2 fatcat:ok6ovg5gpjgjrorbomz3htfh24

Volta at SemEval-2021 Task 9: Statement Verification and Evidence Finding with Tables using TAPAS and Transfer Learning

Devansh Gautam, Kshitij Gupta, Manish Shrivastava
2021 Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021)   unpublished
In this paper, we present our systems to solve Task 9 of SemEval-2021: Statement Verification and Evidence Finding with Tables (SEM-TAB-FACTS).  ...  The task consists of two subtasks: (A) Given a table and a statement, predicting whether the table supports the statement and (B) Predicting which cells in the table provide evidence for/against the statement  ...  Acknowledgments We thank the organisers of the shared task for their effort, and the anonymous reviewers for their insightful comments.  ... 
doi:10.18653/v1/2021.semeval-1.180 fatcat:e7ra32c6hvd4jo3weqlpjth2rq

TabPert: An Effective Platform for Tabular Perturbation [article]

Nupur Jain, Vivek Gupta, Anshul Rai, Gaurav Kumar
2021 arXiv   pre-print
TabPert facilitates this by assisting in the generation of such counterfactual data for assessing model tabular reasoning issues.  ...  TabPert allows a user to update a table, change its associated hypotheses, change their labels, and highlight rows that are important for hypothesis classification.  ...  Semeval-2021 task 9: Fact verification and evidence finding for tabular data in scientific documents (sem-tab-facts). arXiv preprint arXiv:2105.13995.  ... 
arXiv:2108.00603v1 fatcat:anglaayipjez5b4zmzobjyhn4i