. | MAP . | MRR . | P@1 . | R10@1 . | R10@2 . | R10@5 . |
---|---|---|---|---|---|---|
TF-IDF | 0.331 | 0.359 | 0.180 | 0.096 | 0.172 | 0.405 |
RNN | 0.390 | 0.422 | 0.208 | 0.118 | 0.223 | 0.589 |
CNN | 0.417 | 0.440 | 0.226 | 0.121 | 0.252 | 0.647 |
LSTM | 0.485 | 0.527 | 0.320 | 0.187 | 0.343 | 0.720 |
BiLSTM | 0.479 | 0.514 | 0.313 | 0.184 | 0.330 | 0.716 |
Multi-View | 0.505 | 0.543 | 0.342 | 0.202 | 0.350 | 0.729 |
DL2R | 0.488 | 0.527 | 0.330 | 0.193 | 0.342 | 0.705 |
MV-LSTM | 0.498 | 0.538 | 0.348 | 0.202 | 0.351 | 0.710 |
Match-LSTM | 0.500 | 0.537 | 0.345 | 0.202 | 0.348 | 0.720 |
Attentive-LSTM | 0.495 | 0.523 | 0.331 | 0.192 | 0.328 | 0.718 |
SCNsingle | 0.506 | 0.543 | 0.349 | 0.203 | 0.351 | 0.709 |
SANsingle | 0.508 | 0.547 | 0.352 | 0.206 | 0.353 | 0.720 |
SCNlast | 0.526 | 0.571 | 0.393 | 0.236 | 0.387 | 0.729 |
SCNstatic | 0.523 | 0.572 | 0.387 | 0.228 | 0.387 | 0.734 |
SCNdynamic | 0.529 | 0.569 | 0.397 | 0.233 | 0.396 | 0.724 |
SANlast | 0.536 | 0.581 | 0.393 | 0.236 | 0.404 | 0.761 |
SANstatic | 0.532 | 0.575 | 0.387 | 0.228 | 0.393 | 0.736 |
SANdynamic | 0.534 | 0.577 | 0.391 | 0.230 | 0.393 | 0.742 |
. | MAP . | MRR . | P@1 . | R10@1 . | R10@2 . | R10@5 . |
---|---|---|---|---|---|---|
TF-IDF | 0.331 | 0.359 | 0.180 | 0.096 | 0.172 | 0.405 |
RNN | 0.390 | 0.422 | 0.208 | 0.118 | 0.223 | 0.589 |
CNN | 0.417 | 0.440 | 0.226 | 0.121 | 0.252 | 0.647 |
LSTM | 0.485 | 0.527 | 0.320 | 0.187 | 0.343 | 0.720 |
BiLSTM | 0.479 | 0.514 | 0.313 | 0.184 | 0.330 | 0.716 |
Multi-View | 0.505 | 0.543 | 0.342 | 0.202 | 0.350 | 0.729 |
DL2R | 0.488 | 0.527 | 0.330 | 0.193 | 0.342 | 0.705 |
MV-LSTM | 0.498 | 0.538 | 0.348 | 0.202 | 0.351 | 0.710 |
Match-LSTM | 0.500 | 0.537 | 0.345 | 0.202 | 0.348 | 0.720 |
Attentive-LSTM | 0.495 | 0.523 | 0.331 | 0.192 | 0.328 | 0.718 |
SCNsingle | 0.506 | 0.543 | 0.349 | 0.203 | 0.351 | 0.709 |
SANsingle | 0.508 | 0.547 | 0.352 | 0.206 | 0.353 | 0.720 |
SCNlast | 0.526 | 0.571 | 0.393 | 0.236 | 0.387 | 0.729 |
SCNstatic | 0.523 | 0.572 | 0.387 | 0.228 | 0.387 | 0.734 |
SCNdynamic | 0.529 | 0.569 | 0.397 | 0.233 | 0.396 | 0.724 |
SANlast | 0.536 | 0.581 | 0.393 | 0.236 | 0.404 | 0.761 |
SANstatic | 0.532 | 0.575 | 0.387 | 0.228 | 0.393 | 0.736 |
SANdynamic | 0.534 | 0.577 | 0.391 | 0.230 | 0.393 | 0.742 |