Generative Engine Optimization on MS MARCO
34.96Word ScoreAgenticGEO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AgenticGEOBackbone=Qwen2.5-32B-Instruct2026.03 | 34.96 | 34.25 | 34.1 | |
| AgenticGEOBackbone=Llama3.3-70B-Instruct2026.03 | 33.63 | 33.82 | 33.5 | |
| AutoGEOBackbone=Qwen2.5-32B-Instruct2026.03 | 31.79 | 31.14 | 30.67 | |
| Quotation Addition-SFTBackbone=Qwen2.5-32B-Instruct2026.03 | 31.16 | 30.3 | 30.08 | |
| AutoGEOBackbone=Llama3.3-70B-Instruct2026.03 | 30.27 | 29.11 | 30.04 | |
| Cite Sources-SFTBackbone=Qwen2.5-32B-Instruct2026.03 | 30.24 | 29.55 | 29.36 | |
| Quotation AdditionBackbone=Qwen2.5-32B-Instruct2026.03 | 29.7 | 28.7 | 28.43 | |
| Quotation Addition-SFTBackbone=Llama3.3-70B-Instruct2026.03 | 29.57 | 28.91 | 28.96 | |
| Statistics Addition-SFTBackbone=Qwen2.5-32B-Instruct2026.03 | 29.21 | 28.75 | 28.34 | |
| Cite Sources-SFTBackbone=Llama3.3-70B-Instruct2026.03 | 28.63 | 28.07 | 28.15 | |
| Statistics Addition-SFTBackbone=Llama3.3-70B-Instruct2026.03 | 27.74 | 27.31 | 27.52 | |
| Cite SourcesBackbone=Qwen2.5-32B-Instruct2026.03 | 27.65 | 26.47 | 26.54 | |
| Quotation AdditionBackbone=Llama3.3-70B-Instruct2026.03 | 26.59 | 25.81 | 25.66 | |
| Statistics AdditionBackbone=Qwen2.5-32B-Instruct2026.03 | 25.79 | 24.89 | 24.91 | |
| Cite SourcesBackbone=Llama3.3-70B-Instruct2026.03 | 25.36 | 24.71 | 24.97 | |
| Statistics AdditionBackbone=Llama3.3-70B-Instruct2026.03 | 23.69 | 23.17 | 23.33 | |
| Keyword StuffingBackbone=Qwen2.5-32B-Instruct2026.03 | 23.26 | 22.63 | 22.75 | |
| Technical WordsBackbone=Qwen2.5-32B-Instruct2026.03 | 22.2 | 22.15 | 22.27 | |
| Keyword StuffingBackbone=Llama3.3-70B-Instruct2026.03 | 22.02 | 21.77 | 21.96 | |
| Technical WordsBackbone=Llama3.3-70B-Instruct2026.03 | 21.59 | 21.51 | 21.58 | |
| AuthoritativeBackbone=Qwen2.5-32B-Instruct2026.03 | 21.29 | 21.08 | 21.07 | |
| Fluency OptimizationBackbone=Llama3.3-70B-Instruct2026.03 | 20.99 | 20.95 | 20.97 | |
| Easy-To-UnderstandBackbone=Qwen2.5-32B-Instruct2026.03 | 20.48 | 20.46 | 20.46 | |
| AuthoritativeBackbone=Llama3.3-70B-Instruct2026.03 | 20.23 | 20.21 | 20.1 | |
| No optimizationBackbone=Qwen2.5-32B-Instruct2026.03 | 19.99 | 20.15 | 20.05 | |
| Easy-To-UnderstandBackbone=Llama3.3-70B-Instruct2026.03 | 19.75 | 19.84 | 19.84 | |
| Fluency OptimizationBackbone=Qwen2.5-32B-Instruct2026.03 | 19.59 | 19.2 | 19.41 | |
| No optimizationBackbone=Llama3.3-70B-Instruct2026.03 | 19.45 | 19.64 | 19.67 | |
| Unique WordsBackbone=Llama3.3-70B-Instruct2026.03 | 18.94 | 18.88 | 18.76 | |
| Unique WordsBackbone=Qwen2.5-32B-Instruct2026.03 | 17.95 | 18.24 | 18.23 |