Open-world Knowledge Graph Question Answering on OGB 1-Hop Setting
81Exact Match AccuracyGLOW-GN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GLOW-GNLLM-Model=Qwen3-8B2026.04 | 81 | — | |
| GLOW-GNLLM-Model=Granite-3.3-8B-Instruct2026.04 | 77 | — | |
| GLOW-GNLLM-Model=Qwen3-8B2026.04 | 77 | — | |
| GLOW-GNLLM-Model=DeepSeek-V32026.04 | 73 | — | |
| GLOW-GNLLM-Model=Granite-3.3-8B-Instruct2026.04 | 73 | — | |
| GLOW-GLLM-Model=Qwen3-8B2026.04 | 71 | — | |
| AskGNNLLM-Model=Qwen3-8B2026.04 | 70 | — | |
| GLOW-GNLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 67 | — | |
| GLOW-GNLLM-Model=GPT-4o-mini2026.04 | 67 | — | |
| GLOW-NLLM-Model=Qwen3-8B2026.04 | 66 | — | |
| AskGNNLLM-Model=Granite-3.3-8B-Instruct2026.04 | 66 | — | |
| GLOW-GNLLM-Model=DeepSeek-V32026.04 | 65 | — | |
| GLOW-GLLM-Model=Qwen3-8B2026.04 | 64 | — | |
| AskGNNLLM-Model=Granite-3.3-8B-Instruct2026.04 | 63 | — | |
| GLOW-NLLM-Model=Granite-3.3-8B-Instruct2026.04 | 63 | — | |
| GLOW-GNLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 63 | — | |
| GLOW-GLLM-Model=GPT-4o-mini2026.04 | 63 | — | |
| GLOW-NLLM-Model=DeepSeek-V32026.04 | 63 | — | |
| AskGNNLLM-Model=Qwen3-8B2026.04 | 62 | — | |
| GLOW-GNLLM-Model=GPT-4o-mini2026.04 | 62 | — | |
| GLOW-GLLM-Model=DeepSeek-V32026.04 | 62 | — | |
| GLOW-NLLM-Model=DeepSeek-V32026.04 | 61 | — | |
| GLOW-NLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 61 | — | |
| GoGLLM-Model=DeepSeek-V32026.04 | 61 | — | |
| GLOW-NLLM-Model=Qwen3-8B2026.04 | 60 | — | |
| GLOW-NLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 59 | — | |
| GLOW-GLLM-Model=GPT-4o-mini2026.04 | 59 | — | |
| GoGLLM-Model=GPT-4o-mini2026.04 | 58 | — | |
| LLM-OnlyLLM-Model=DeepSeek-V32026.04 | 58 | — | |
| GLOW-GLLM-Model=DeepSeek-V32026.04 | 57 | — | |
| GoGLLM-Model=Qwen3-8B2026.04 | 57 | — | |
| GoGLLM-Model=Granite-3.3-8B-Instruct2026.04 | 56 | — | |
| GLOW-GLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 55 | — | |
| GLOW-NLLM-Model=Granite-3.3-8B-Instruct2026.04 | 55 | — | |
| GLOW-NLLM-Model=GPT-4o-mini2026.04 | 55 | — | |
| GoGLLM-Model=Qwen3-8B2026.04 | 53 | — | |
| GoGLLM-Model=Granite-3.3-8B-Instruct2026.04 | 53 | — | |
| AskGNNLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 50 | — | |
| LLM-OnlyLLM-Model=GPT-4o-mini2026.04 | 50 | — | |
| AskGNNLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 48 | — | |
| GLOW-NLLM-Model=GPT-4o-mini2026.04 | 48 | — | |
| GoGLLM-Model=DeepSeek-V32026.04 | 44 | — | |
| GoGLLM-Model=GPT-4o-mini2026.04 | 41 | — | |
| LLM-OnlyLLM-Model=GPT-4o-mini2026.04 | 35 | — | |
| GoGLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 35 | — | |
| GLOW-GLLM-Model=Granite-3.3-8B-Instruct2026.04 | 32 | — | |
| LLM-OnlyLLM-Model=Qwen3-8B2026.04 | 31 | — | |
| GLOW-GLLM-Model=Granite-3.3-8B-Instruct2026.04 | 31 | — | |
| GLOW-GLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 30 | — | |
| GoGLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 28 | — | |
| LLM-OnlyLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 24 | — | |
| GCRLLM-Model=Granite-3.3-8B-Instruct2026.04 | 21 | — | |
| LLM-OnlyLLM-Model=DeepSeek-V32026.04 | 17 | — | |
| GCRLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 15 | — | |
| LLM-OnlyLLM-Model=Granite-3.3-8B-Instruct2026.04 | 14 | — | |
| GCRLLM-Model=Granite-3.3-8B-Instruct2026.04 | 14 | — | |
| GCRLLM-Model=Qwen3-8B2026.04 | 14 | — | |
| LLM-OnlyLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 13 | — | |
| LLM-OnlyLLM-Model=Qwen3-8B2026.04 | 12 | — | |
| GCRLLM-Model=DeepSeek-R1-Distill-Qwen-7B2026.04 | 7 | — | |
| LLM-OnlyLLM-Model=Granite-3.3-8B-Instruct2026.04 | 5 | — | |
| GCRLLM-Model=Qwen3-8B2026.04 | 4 | — | |
| AskGNNBase LLM=Qwen3-8B2026.04 | — | 53.7 | |
| GCRBase LLM=Qwen3-8B2026.04 | — | 7.8 | |
| GLOW-GNBase LLM=Qwen3-8B2026.04 | — | 71.7 | |
| GoGBase LLM=Qwen3-8B2026.04 | — | 44.6 | |
| LLMOnlyBase LLM=Qwen3-8B2026.04 | — | 25.7 |