Seizure Detection on TUSZ (test)
79.07F1 ScoreGPT-5 + Transformer G
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT-5 + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=GPT-5, Backbone=GraphS4mer2026.04 | 79.07 | 93.15 | 80.58 | |
| GPT-5-mini + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=GPT-5-mini, Backbone=GraphS4mer2026.04 | 78.59 | 92.75 | 80.24 | |
| GPT-4.1 + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=GPT-4.1, Backbone=GraphS4mer2026.04 | 77.92 | 92.36 | 79.33 | |
| GPT-4o + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=GPT-4o, Backbone=GraphS4mer2026.04 | 77.26 | 92.78 | 79.47 | |
| Gemini 2.5-Pro + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=Gemini 2.5-Pro, Backbone=GraphS4mer2026.04 | 76.85 | 92.61 | 78.79 | |
| Gemini 2.5-Flash + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=Gemini 2.5-Flash, Backbone=GraphS4mer2026.04 | 76.13 | 92.07 | 78.36 | |
| Llama 3.2-90B + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=Llama 3.2-90B, Backbone=GraphS4mer2026.04 | 75.87 | 91.73 | 78.15 | |
| Llama 3.1-70B + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=Llama 3.1-70B, Backbone=GraphS4mer2026.04 | 75.22 | 91.96 | 77.86 | |
| Mistral 8×7B + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=Mistral 8×7B, Backbone=GraphS4mer2026.04 | 74.93 | 90.56 | 77.84 | |
| Mistral 7B + Transformer GRefinement Category=LLM-based Graph Structure Refinement, LLM Engine=Mistral 7B, Backbone=GraphS4mer2026.04 | 74.58 | 90.87 | 77.05 | |
| Generative Graph Learner GRefinement Category=None LLM-based Graph Construction, Backbone=GraphS4mer2026.04 | 73.51 | 90.39 | 76.25 | |
| Attention-based GRefinement Category=None LLM-based Graph Construction, Backbone=GraphS4mer2026.04 | 73.38 | 88.94 | 75.37 | |
| KNN-based GRefinement Category=None LLM-based Graph Construction, Backbone=GraphS4mer2026.04 | 71.56 | 87.62 | 73.62 | |
| Self-Correlation GRefinement Category=None LLM-based Graph Construction, Backbone=GraphS4mer2026.04 | 66.82 | 84.53 | 71.58 | |
| Distance-based GRefinement Category=None LLM-based Graph Construction, Backbone=GraphS4mer2026.04 | 65.08 | 82.25 | 70.49 |