Now showing items 1-5 of 5

    • Capturing Row and Column Semantics in Transformer Based Question Answering over Tables 

      Glass, Michael; Canim, Mustafa; Gliozzo, Alfio; Chemmengath, Saneem; Kumar, Vishwajeet; Chakravarti, Rishav; Sil, Avi; Pan, FeiFei; Bharadwaj, Samarth; Fauceglia, Nicolas Rodolfo (arXiv, 2021-04)
      Transformer based architectures are recently used for the task of answering questions over tables. In order to improve the accuracy on this task, specialized pre-training techniques have been developed and applied on ...
    • CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question Answering 

      Pan, FeiFei; Canim, Mustafa; Glass, M.; Gliozzo, A.; Fox, Peter (arXiv, 2021-06)
      We present the first end-to-end, transformer-based table question answering (QA) system that takes natural language questions and massive table corpus as inputs to retrieve the most relevant tables and locate the correct ...
    • Data-Driven Discovery in Mineralogy: Recent Advances in Data Resources, Analysis, and Visualization 

      Hazen, Robert; Downs, R. T.; Eleish, Ahmed; Fox, Peter; Gagné, O. C.; Golden, J. J.; Grew., E. S; Hummer, D. R.; Hystad, G.; Krivovichev, S. V.; Li, C.; Liu, C.; Ma, Xiaogang; Morrison, S.M.; Pan, FeiFei; Pires, A. J.; Prabhu, Anirudh; Ralph, J.; Runyon, S. E.; Zhong, Hao (2019)
      Large and growing data resources on the diversity, distribution, and properties of minerals are ushering in a new era of data-driven discovery in mineralogy. The most comprehensive international mineral database is the IMA ...
    • Ediacaran biozones identified with network analysis provide evidence for pulsed extinctions of early complex life 

      Muscente, A. D.; Bykova, N.; Boag, T. H.; Buatois, L. A.; Mangano, M. G.; Eleish, Ahmed; Prabhu, Anirudh; Pan, FeiFei; Meyer, M. B.; Sciffbauer, J. D.; Sciffbauer, J. D.; Fox, Peter; Hazen, Robert; Knoll, A. H. (2019)
      Rocks of Ediacaran age (~635–541 Ma) contain the oldest fossils of large, complex organisms and their behaviors. These fossils document developmental and ecological innovations, and suggest that extinctions helped to shape ...
    • End-to-End Table Question Answering via Retrieval-Augmented Generation 

      Pan, FeiFei; Canim, Mustafa; Glass, Michael; Gliozzo, Alfio; Hendler, James A. (arXiv, 2022-03)
      Most existing end-to-end Table Question Answering (Table QA) models consist of a two-stage framework with a retriever to select relevant table candidates from a corpus and a reader to locate the correct answers from table ...