NMT encoders detect grammatical errors in early layers and move the error's representation toward the clean form in later layers; fine-tuning on noisy text increases reliance on the attention heads that do this work.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
A Representation Level Analysis of NMT Model Robustness to Grammatical Errors
NMT encoders detect grammatical errors in early layers and move the error's representation toward the clean form in later layers; fine-tuning on noisy text increases reliance on the attention heads that do this work.