Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates
8070Knowledge Triples
| Source Entity | Relationship | Target Entity |
|---|---|---|
|
CheckListBehavioralTesting
Method |
analyzes |
RegressionError
Metric |
| solvedBy |
KnowledgeDistillation
Method |
|
|
Deep Neural Networks
Method |
usedIn |
ModelUpdate
Task |
|
ModelEnsemble
Method |
reduces |
RegressionError
Metric |
|
ModelUpdate
Task |
evaluatedIn |
GLUEBenchmark
Material |
|
Natural Language Processing
OtherEntity |
includes |
Deep Neural Networks
Method |
|
RegressionError
Metric |
measuredBy |
NegativeFlipRate
Metric |