Molecule graph property prediction on ogbg-molbbbp (test)
0.7074ROC-AUCHIG-LLMCORR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HIG-LLMCORRFramework=LLMCORR2024.02 | 0.7074 | — | |
| GCN-LLMCORRFramework=LLMCORR2024.02 | 0.7045 | — | |
| TAPE-LLMCORRFramework=LLMCORR2024.02 | 0.6996 | — | |
| TAPEFramework=Base Model2024.02 | 0.6994 | — | |
| GIN-LLMCORRFramework=LLMCORR2024.02 | 0.6982 | — | |
| HIGFramework=Base Model2024.02 | 0.6974 | — | |
| LM-LLMCORRFramework=LLMCORR2024.02 | 0.6897 | — | |
| PAS-LLMCORRFramework=LLMCORR2024.02 | 0.6842 | — | |
| GINFramework=Base Model2024.02 | 0.6821 | — | |
| LMFramework=Base Model2024.02 | 0.6727 | — | |
| GCNFramework=Base Model2024.02 | 0.6707 | — | |
| PASFramework=Base Model2024.02 | 0.6618 | — | |
| T3RStep=402026.06 | 0.5608 | 20.57 | |
| T3RStep=202026.06 | 0.5391 | 15.9 | |
| T3RStep=102026.06 | 0.5243 | 12.71 | |
| T3RStep=12026.06 | 0.5054 | 8.65 | |
| TentStep=12026.06 | 0.4682 | 1.32 | |
| TentStep=102026.06 | 0.4678 | 1.23 | |
| TentStep=402026.06 | 0.4678 | 1.23 | |
| TentStep=202026.06 | 0.4677 | 1.21 | |
| TTTStep=102026.06 | 0.4656 | 1.62 | |
| T3RStep=02026.06 | 0.4651 | 0 | |
| TentStep=0, Protocol=ERM2026.06 | 0.4621 | 0 | |
| TTTStep=202026.06 | 0.4595 | 0.29 | |
| TTTStep=12026.06 | 0.4587 | 0.11 | |
| TTTStep=0, Protocol=Joint Training2026.06 | 0.4582 | 0 | |
| TTTStep=402026.06 | 0.4507 | -1.64 | |
| TTT + RotogradStep=02026.06 | 0.4386 | 0 | |
| TTT + RotogradStep=12026.06 | 0.4384 | -0.04 | |
| TTT + RotogradStep=402026.06 | 0.4339 | -1.07 | |
| TTT + RotogradStep=102026.06 | 0.431 | -1.73 | |
| TTT + RotogradStep=202026.06 | 0.4307 | -1.78 |