rohit gupta - esr 4 - uow
TRANSCRIPT
Translation Memory Matching and Retrieval using Deep
Semantics Rohit Gupta (ESR4)
University of Wolverhampton
Long Short Term Memory Networks
An Unfolded LSTM Network
Input Gate
Forget Gate
Output Gate
Motivation
S1: without removing punctuations, S2: removed punctuations
Motivation
S1: without removing punctuations, S2: removed punctuations
Motivation
METEOR: higher is better, BLEU: higher is better, TER: lower is better
* results are significant (p<0.01)
#Segments: the number of segments for which edit-‐distance and LSTM match differ
Motivation
METEOR: higher is better, BLEU: higher is better, TER: lower is better
* results are significant (p<0.01)
#Segments: the number of segments for which edit-‐distance and LSTM match differ
METEOR edit-‐
distance
Motivation
METEOR: higher is better, BLEU: higher is better, TER: lower is better
* results are significant (p<0.01)
#Segments: the number of segments for which edit-‐distance and LSTM match differ
METEOR edit-‐
distance
METEOR our LSTM model
Thank you!