Graph Question Answering on ExplaGraphs
93.86AccuracyRAMP-7B
Evaluation Results
| Method | Links | |
|---|---|---|
| RAMP-7BModel Size=7B2026.03 | 93.86 | |
| Qwen-2.5-7B-InstructModel Size=7B2026.03 | 93.5 | |
| Align-GRAG2026.03 | 89.92 | |
| GRAG2026.03 | 88.05 | |
| Mean PoolingLoRA Rank (r)=8, LoRA Alpha (a)=162026.04 | 87.5 | |
| Mean PoolingLoRA Rank (r)=16, LoRA Alpha (a)=322026.04 | 87.5 | |
| VNPoolLoRA Rank (r)=16, LoRA Alpha (a)=322026.04 | 87.3 | |
| CureLLM2026.06 | 87.21 | |
| Mean PoolingLoRA Rank (r)=2, LoRA Alpha (a)=42026.04 | 87.2 | |
| G-Retriever2026.03 | 87.05 | |
| GNP2026.03 | 87.04 | |
| Top-kLoRA Rank (r)=16, LoRA Alpha (a)=322026.04 | 86.9 | |
| VNPoolLoRA Rank (r)=2, LoRA Alpha (a)=42026.04 | 86.5 | |
| SAGPoolLoRA Rank (r)=16, LoRA Alpha (a)=322026.04 | 86.3 | |
| Mean PoolingLoRA Rank (r)=4, LoRA Alpha (a)=82026.04 | 86.2 | |
| SAGPoolLoRA Rank (r)=4, LoRA Alpha (a)=82026.04 | 86.2 | |
| VNPoolLoRA Rank (r)=8, LoRA Alpha (a)=162026.04 | 85.7 | |
| MuseGraph2026.06 | 85.39 | |
| VNPoolLoRA Rank (r)=4, LoRA Alpha (a)=82026.04 | 85.3 | |
| G-Retriever2026.06 | 85.16 | |
| GraphToken2026.06 | 85.08 | |
| Top-kLoRA Rank (r)=2, LoRA Alpha (a)=42026.04 | 85 | |
| Top-kLoRA Rank (r)=8, LoRA Alpha (a)=162026.04 | 85 | |
| SAGPoolLoRA Rank (r)=8, LoRA Alpha (a)=162026.04 | 85 | |
| All TokensLoRA Rank (r)=8, LoRA Alpha (a)=162026.04 | 84.7 | |
| Top-kLoRA Rank (r)=4, LoRA Alpha (a)=82026.04 | 84.6 | |
| SAGPoolLoRA Rank (r)=2, LoRA Alpha (a)=42026.04 | 80.4 | |
| All TokensLoRA Rank (r)=4, LoRA Alpha (a)=82026.04 | 73.8 | |
| All TokensLoRA Rank (r)=16, LoRA Alpha (a)=322026.04 | 72.6 | |
| All TokensLoRA Rank (r)=2, LoRA Alpha (a)=42026.04 | 70.2 | |
| Rand-kLoRA Rank (r)=8, LoRA Alpha (a)=162026.04 | 66.1 | |
| MinCutPoolLoRA Rank (r)=16, LoRA Alpha (a)=322026.04 | 62.3 | |
| MinCutPoolLoRA Rank (r)=8, LoRA Alpha (a)=162026.04 | 61.2 | |
| Prompt tuning2026.06 | 57.63 | |
| DiffPoolLoRA Rank (r)=16, LoRA Alpha (a)=322026.04 | 56.8 | |
| DiffPoolLoRA Rank (r)=4, LoRA Alpha (a)=82026.04 | 56.7 | |
| MinCutPoolLoRA Rank (r)=4, LoRA Alpha (a)=82026.04 | 54.6 | |
| Rand-kLoRA Rank (r)=2, LoRA Alpha (a)=42026.04 | 53.4 | |
| MinCutPoolLoRA Rank (r)=2, LoRA Alpha (a)=42026.04 | 53.2 | |
| DiffPoolLoRA Rank (r)=8, LoRA Alpha (a)=162026.04 | 53.2 | |
| Rand-kLoRA Rank (r)=16, LoRA Alpha (a)=322026.04 | 52.9 | |
| Rand-kLoRA Rank (r)=4, LoRA Alpha (a)=82026.04 | 52.1 | |
| DiffPoolLoRA Rank (r)=2, LoRA Alpha (a)=42026.04 | 51.4 |