Graph-to-Text on Flickr30k
11.54BLEU-4LION
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LION2026.01 | 11.54 | 78.92 | — | |
| Graph4MM2026.01 | 10.42 | 74.82 | — | |
| GraphGPT-O2026.01 | 9.89 | 72.58 | — | |
| InstructG2I2026.01 | 9.68 | 71.98 | — | |
| MLaGA2026.01 | 9.54 | 71.58 | — | |
| UniGraph22026.01 | 8.56 | 65.28 | — | |
| NTSFormer2026.01 | 8.24 | 64.12 | — | |
| MIG-GT2026.01 | 8.15 | 63.57 | — | |
| DGF2026.01 | 7.92 | 62.2 | — | |
| DMGC2026.01 | 7.83 | 61.82 | — | |
| MGAT2026.01 | 6.28 | 45.56 | — | |
| MMGCN2026.01 | 6.15 | 44.82 | — | |
| GATv22026.01 | 5.56 | 40.24 | — | |
| GCNII2026.01 | 5.42 | 39.54 | — | |
| Fed-GFTDescription=GFM2026.06 | — | — | 47.91 | |
| Fed-GraphCLIPDescription=GFM2026.06 | — | — | 47.51 | |
| Fed-MGNetDescription=MM2026.06 | — | — | 48.34 | |
| Fed-MHGATDescription=GNN2026.06 | — | — | 47.56 | |
| FedAvgDescription=FL2026.06 | — | — | 43.38 | |
| FedBookDescription=GFM2026.06 | — | — | 46.57 | |
| FedGFM+Description=FGL2026.06 | — | — | 48.88 | |
| FedLABDescription=Ours2026.06 | — | — | 49.33 | |
| FedMACDescription=FL2026.06 | — | — | 48.55 | |
| FedMVPDescription=MM2026.06 | — | — | 48.39 |