Academic Question Answering on peerQA
75.52PrecisionCE-GOCD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CE-GOCDLLM=Qwen-plus2026.01 | 75.52 | 74.67 | 74.95 | |
| CE-GOCDLLM=GPT-42026.01 | 75.46 | 76.83 | 76.05 | |
| CE-GOCDLLM=DeepSeek-V32026.01 | 74.87 | 74.08 | 74.35 | |
| LLM onlyLLM=DeepSeek-V32026.01 | 69.32 | 75.78 | 72 | |
| LLM onlyLLM=Qwen-plus2026.01 | 68.92 | 69.52 | 69.03 | |
| MindMapLLM=GPT-42026.01 | 68.83 | 73.35 | 70.8 | |
| KAGLLM=GPT-42026.01 | 68.73 | 73.87 | 70.97 | |
| Embedding retrievalLLM=GPT-42026.01 | 68.29 | 73.83 | 70.69 | |
| BM25LLM=GPT-42026.01 | 67.94 | 73.86 | 70.48 | |
| LLM onlyLLM=GPT-42026.01 | 67.09 | 72.2 | 69.29 | |
| PathRAGLLM=GPT-42026.01 | 59.16 | 72.76 | 65.11 |