Images | Texts (translated) |
---|---|
Bauhinia in front of the window: “Typhoon Mangosteen” violently cracked its spine, but still couldn’t hide its charm |
2-person consistency | 3-person consistency |
---|---|
2003 | 1905 |
Image | Text |
---|---|
On the day of the “Bus Crash”, I also took on a bus in the urban area of Chongqing. As long as one passenger on the bus came out to stop that, it wouldn’t happen today. Rest in peace. |
2-person consistency | 3-person consistency |
---|---|
2,961 | 2,703 |
Model | P(%) | R(%) | F1(%) |
---|---|---|---|
DMFM conv11 | 84.701 | 84.742 | 84.695 |
DMFM | 85.865 | 85.915 | 85.881 |
DMFM conv13 | 84.266 | 84.272 | 84.118 |
Images | Texts |
---|---|
The US and China may be nearing a trade deal. That won’t stop the global economic slowdown |
Model | P(%) | R(%) | F1(%) |
---|---|---|---|
Feature-level fusion | 79.903 | 79.288 | 79.496 |
DMFM | 85.865 | 85.915 | 85.881 |
Decision-level fusion | 84.010 | 83.960 | 83.936 |
Positive | Neutral | Negative |
---|---|---|
1,406 | 1,148 | 1,190 |
Model | P(%) | R(%) | F1(%) |
---|---|---|---|
SVM-T | 78.107 | 77.494 | 77.465 |
TSAM | 82.760 | 82.864 | 82.750 |
BERT-T | 81.333 | 81.153 | 81.227 |
Positive | Neutral | Negative |
---|---|---|
712 | 768 | 649 |
Model | P(%) | R(%) | F1(%) |
---|---|---|---|
UFT | 57.051 | 57.042 | 56.357 |
Conv11 | 58.906 | 58.227 | 58.228 |
Conv12 | |||
Conv13 | 57.861 | 57.512 | 57.625 |
Model | P(%) | R(%) | F1(%) |
---|---|---|---|
T | 83.407 | 83.482 | 83.386 |
V | 62.336 | 61.867 | 60.934 |
T+V | 86.463 | 86.400 | 86.401 |