Multimodal Sentiment Analysis on SIMS (test)
82.58Accuracy (2-Class)PRLF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRLFTesting Conditions={a,v}2026.03 | 82.58 | — | — | — | |
| ALMTTesting Conditions={v}2026.03 | 81.91 | — | — | — | |
| ALMTTesting Conditions={a,v}2026.03 | 81.91 | — | — | — | |
| LNLNTesting Conditions={a}2026.03 | 81.91 | — | — | — | |
| LNLNTesting Conditions={v}2026.03 | 81.91 | — | — | — | |
| LNLNTesting Conditions={a,v}2026.03 | 81.91 | — | — | — | |
| PRLFTesting Conditions={a}2026.03 | 81.74 | — | — | — | |
| PRLFTesting Conditions={v}2026.03 | 81.63 | — | — | — | |
| EMOETesting Conditions={a,v}2026.03 | 81.27 | — | — | — | |
| EMOETesting Conditions={a}2026.03 | 81.25 | — | — | — | |
| PRLFTesting Conditions=Avg.2026.03 | 81.19 | — | — | — | |
| ALMTTesting Conditions={a}2026.03 | 81.08 | — | — | — | |
| LNLNTesting Conditions=Avg.2026.03 | 80.86 | — | — | — | |
| EMOETesting Conditions={v}2026.03 | 80.69 | — | — | — | |
| PRLFTesting Conditions={l,a}2026.03 | 80.57 | — | — | — | |
| PRLFTesting Conditions={l,v}2026.03 | 80.36 | — | — | — | |
| PRLFTesting Conditions={l}2026.03 | 80.28 | — | — | — | |
| EMOETesting Conditions=Avg.2026.03 | 80.12 | — | — | — | |
| LNLNTesting Conditions={l,a}2026.03 | 80.11 | — | — | — | |
| LNLNTesting Conditions={l}2026.03 | 79.72 | — | — | — | |
| LNLNTesting Conditions={l,v}2026.03 | 79.69 | — | — | — | |
| EMOETesting Conditions={l,a}2026.03 | 79.54 | — | — | — | |
| EMOETesting Conditions={l,v}2026.03 | 79.36 | — | — | — | |
| TETFNTesting Conditions={l}2026.03 | 79.19 | — | — | — | |
| TETFNTesting Conditions={l,a}2026.03 | 79.19 | — | — | — | |
| TETFNTesting Conditions={l,v}2026.03 | 79.16 | — | — | — | |
| ALMTTesting Conditions=Avg.2026.03 | 78.86 | — | — | — | |
| EMOETesting Conditions={l}2026.03 | 78.66 | — | — | — | |
| Self-MMTesting Conditions={a,v}2026.03 | 78 | — | — | — | |
| ConKItext encoder=BERT2023.06 | 77.94 | 0.454 | 0.542 | 78.17 | |
| Self-MMtext encoder=BERT2023.06 | 77.37 | 0.458 | 0.535 | 77.54 | |
| MISATesting Conditions={l,a}2026.03 | 77.07 | — | — | — | |
| Self-MMTesting Conditions={l,v}2026.03 | 76.76 | — | — | — | |
| ALMTTesting Conditions={l,v}2026.03 | 76.36 | — | — | — | |
| ALMTTesting Conditions={l}2026.03 | 76.17 | — | — | — | |
| ALMTTesting Conditions={l,a}2026.03 | 75.75 | — | — | — | |
| MulTtext encoder=BERT2023.06 | 75.62 | 0.485 | 0.504 | 75.84 | |
| MISAtext encoder=BERT2023.06 | 75.49 | 0.472 | 0.542 | 75.85 | |
| LMFtext encoder=BERT2023.06 | 75.36 | 0.487 | 0.502 | 75.78 | |
| TFNtext encoder=BERT2023.06 | 75.27 | 0.488 | 0.496 | 75.56 | |
| MISATesting Conditions={l,v}2026.03 | 75.17 | — | — | — | |
| MISATesting Conditions={l}2026.03 | 75.15 | — | — | — | |
| Self-MMTesting Conditions={l,a}2026.03 | 73.71 | — | — | — | |
| MMIMTesting Conditions={l,a}2026.03 | 73.43 | — | — | — | |
| MMIMTesting Conditions={l}2026.03 | 73.18 | — | — | — | |
| Self-MMTesting Conditions=Avg.2026.03 | 73.13 | — | — | — | |
| MMIMTesting Conditions={l,v}2026.03 | 72.96 | — | — | — | |
| Self-MMTesting Conditions={v}2026.03 | 72.85 | — | — | — | |
| MAG-BERTtext encoder=BERT2023.06 | 71.43 | 0.553 | 0.242 | 63.68 | |
| Self-MMTesting Conditions={a}2026.03 | 70.36 | — | — | — | |
| MMIMtext encoder=BERT2023.06 | 69.37 | 0.607 | — | 58 | |
| TETFNTesting Conditions=Avg.2026.03 | 68 | — | — | — | |
| Self-MMTesting Conditions={l}2026.03 | 67.11 | — | — | — | |
| MISATesting Conditions=Avg.2026.03 | 66.32 | — | — | — | |
| MMIMTesting Conditions=Avg.2026.03 | 65.48 | — | — | — | |
| MIDG2025.12 | 58.64 | 0.586 | — | 51.58 | |
| MMIMTesting Conditions={v}2026.03 | 57.86 | — | — | — | |
| MMIMTesting Conditions={a,v}2026.03 | 57.76 | — | — | — | |
| MMIMTesting Conditions={a}2026.03 | 57.7 | — | — | — | |
| CASP2025.12 | 57.16 | 0.6107 | — | 51.24 | |
| S2LIF2025.12 | 57.06 | 0.6128 | — | 52.64 | |
| MISATesting Conditions={a}2026.03 | 56.95 | — | — | — | |
| MISATesting Conditions={v}2026.03 | 56.82 | — | — | — | |
| TETFNTesting Conditions={a}2026.03 | 56.82 | — | — | — | |
| TETFNTesting Conditions={v}2026.03 | 56.82 | — | — | — | |
| TETFNTesting Conditions={a,v}2026.03 | 56.82 | — | — | — | |
| MISATesting Conditions={a,v}2026.03 | 56.78 | — | — | — | |
| ALMT2025.12 | 56.67 | 0.5912 | — | 49.78 | |
| Self-MM2025.12 | 55.48 | 0.6273 | — | 49.96 | |
| MISA2025.12 | 55.19 | 0.6158 | — | 48.75 | |
| MuLT2025.12 | 53.28 | 0.6642 | — | 47.53 | |
| MIDG2025.12 | 52.3 | 0.6089 | — | 51.33 | |
| S2LIF2025.12 | 51.46 | 0.6295 | — | 50.19 | |
| CASP2025.12 | 50.89 | 0.6281 | — | 51.04 | |
| ALMT2025.12 | 50.75 | 0.6491 | — | 43.52 | |
| Self-MM2025.12 | 48.65 | 0.6567 | — | 43.29 | |
| MISA2025.12 | 48.18 | 0.6484 | — | 44.97 | |
| MuLT2025.12 | 47.21 | 0.6692 | — | 42.35 |