Understanding tables with intermediate pre-training

Table entailment, the binary classification task of finding if a sentence is supported or refuted by the content of a table, requires parsing language and table structure as well as numerical and discrete reasoning. While there is extensive work on textual entailment, table entailment is less well studied... (read more)

PDF Abstract
TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Table-based Fact Verification TabFact TAPAS-Large classifier with Counterfactual + Synthetic pre-training Test 81.0 # 1
Val 81.0 # 1

Methods used in the Paper