Multi-Task Social Perception on Social Perception
92.44Concurrent F1PLE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PLEParams (M)=0.47, Latency (ms)=2.082026.04 | 92.44 | 85.63 | 81.21 | 85.09 | 80.89 | 71.94 | 82.87 | |
| SocialLDG (ours)Params (M)=1.40, Latency (ms)=1.302026.04 | 92.25 | 91.68 | 82.51 | 85.99 | 82.1 | 76.95 | 85.25 | |
| DSelect-KParams (M)=0.47, Latency (ms)=1.302026.04 | 91.3 | 87.9 | 80.03 | 85.88 | 82.43 | 72.63 | 83.36 | |
| SocialLDG w/o learnable edge biasParams (M)=1.19, Latency (ms)=1.072026.04 | 91.3 | 88.85 | 80.62 | 86.56 | 80.46 | 76.28 | 84.04 | |
| AssociationGraphParams (M)=0.45, Latency (ms)=0.912026.04 | 90.93 | 89.04 | 81.32 | 85.64 | 81.2 | 74.31 | 83.74 | |
| SocialLDG w/o task prompt injectionParams (M)=1.13, Latency (ms)=1.212026.04 | 90.93 | 88.09 | 79.17 | 84.72 | 79.19 | 71.44 | 82.26 | |
| MMoEParams (M)=0.27, Latency (ms)=1.092026.04 | 90.74 | 87.52 | 77.87 | 83.05 | 80.55 | 73.49 | 82.22 | |
| UinTParams (M)=1.73, Latency (ms)=0.742026.04 | 90.55 | 88.65 | 81.7 | 85.02 | 78.54 | 73.21 | 82.98 | |
| HiProParams (M)=0.68, Latency (ms)=1.182026.04 | 90.55 | 88.28 | 78.89 | 84.88 | 79.24 | 73.42 | 82.58 | |
| ParallelParams (M)=0.06, Latency (ms)=0.462026.04 | 89.6 | 88.09 | 75.82 | 81.02 | 75.14 | 70.59 | 80.11 |