Glioblastoma (GBM) treatment prediction
0.8818LMRArgEval
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ArgEvalLLM Backbone=Qwen3-30B, d=2, Est. Root=false, Arg. Scheme=true2026.03 | 0.8818 | 97.71 | 2.65 | 1.38 | |
| ArgEvalLLM Backbone=Qwen3-30B, d=1, Est. Root=false, Arg. Scheme=false2026.03 | 0.8812 | 97.5 | 0.9 | 0.67 | |
| Base LLMLLM Backbone=gpt-oss-20b, d=–, Est. Root=–, Arg. Scheme=–2026.03 | 0.8775 | 95.78 | 16.95 | 6.59 | |
| ArgLLMs-OLLM Backbone=gpt-oss-20b, d=1, Est. Root=false, Arg. Scheme=true2026.03 | 0.8676 | 96.29 | 80.41 | 19.89 | |
| BaseLLMLLM Backbone=Qwen3-30B, d=–, Est. Root=–, Arg. Scheme=–2026.03 | 0.863 | 95.27 | 17.83 | 5.44 | |
| ArgEvalLLM Backbone=Qwen3-30B, d=1, Est. Root=false, Arg. Scheme=true2026.03 | 0.8623 | 93.89 | 0.89 | 0.67 | |
| ArgLLMs-OLLM Backbone=Qwen3-30B, d=1, Est. Root=false, Arg. Scheme=true2026.03 | 0.8617 | 97.35 | 78.95 | 21.73 | |
| ArgLLMs-OLLM Backbone=gpt-oss-20b, d=1, Est. Root=false, Arg. Scheme=false2026.03 | 0.8614 | 97.39 | 80.51 | 20.12 | |
| ArgEvalLLM Backbone=gpt-oss-20b, d=2, Est. Root=false, Arg. Scheme=false2026.03 | 0.8485 | 94.22 | 3.96 | 1.93 | |
| ArgLLMs-OLLM Backbone=gpt-oss-20b, d=1, Est. Root=true, Arg. Scheme=true2026.03 | 0.8444 | 97.07 | 95.98 | 22.72 | |
| ArgLLMs-OLLM Backbone=gpt-oss-20b, d=1, Est. Root=true, Arg. Scheme=false2026.03 | 0.8429 | 97.18 | 95.91 | 22.69 | |
| ArgLLMs-OLLM Backbone=Qwen3-30B, d=1, Est. Root=true, Arg. Scheme=true2026.03 | 0.8417 | 98.04 | 96.06 | 25.75 | |
| ArgLLMs-OLLM Backbone=Qwen3-30B, d=1, Est. Root=false, Arg. Scheme=false2026.03 | 0.8373 | 97.52 | 78.06 | 22.11 | |
| ArgLLMs-OLLM Backbone=Qwen3-30B, d=1, Est. Root=true, Arg. Scheme=false2026.03 | 0.8216 | 98.15 | 93.93 | 25.8 | |
| ArgEvalLLM Backbone=gpt-oss-20b, d=1, Est. Root=false, Arg. Scheme=true2026.03 | 0.8009 | 96.54 | 1.2 | 0.62 | |
| ArgEvalLLM Backbone=Qwen3-30B, d=2, Est. Root=false, Arg. Scheme=false2026.03 | 0.7886 | 97.82 | 2.31 | 1.38 | |
| ArgEvalLLM Backbone=Qwen3-30B, d=2, Est. Root=true, Arg. Scheme=true2026.03 | 0.7694 | 91.23 | 3.01 | 1.73 | |
| ArgEvalLLM Backbone=Qwen3-30B, d=1, Est. Root=true, Arg. Scheme=true2026.03 | 0.7497 | 91.18 | 1.01 | 0.55 | |
| ArgEvalLLM Backbone=Qwen3-30B, d=1, Est. Root=true, Arg. Scheme=false2026.03 | 0.7417 | 91.38 | 0.88 | 0.78 | |
| ArgEvalLLM Backbone=gpt-oss-20b, d=2, Est. Root=false, Arg. Scheme=true2026.03 | 0.7006 | 85.14 | 4.09 | 2.02 | |
| ArgEvalLLM Backbone=gpt-oss-20b, d=1, Est. Root=true, Arg. Scheme=true2026.03 | 0.6923 | 89.83 | 1.15 | 0.68 | |
| ArgEvalLLM Backbone=gpt-oss-20b, d=2, Est. Root=true, Arg. Scheme=true2026.03 | 0.6914 | 92.41 | 4.51 | 2.29 | |
| ArgEvalLLM Backbone=gpt-oss-20b, d=1, Est. Root=false, Arg. Scheme=false2026.03 | 0.691 | 93.3 | 1.18 | 0.79 | |
| ArgEvalLLM Backbone=Qwen3-30B, d=2, Est. Root=true, Arg. Scheme=false2026.03 | 0.6284 | 89.57 | 2.36 | 1.36 | |
| ArgEvalLLM Backbone=gpt-oss-20b, d=2, Est. Root=true, Arg. Scheme=false2026.03 | 0.5244 | 94.8 | 4.09 | 1.92 | |
| ArgEvalLLM Backbone=gpt-oss-20b, d=1, Est. Root=true, Arg. Scheme=false2026.03 | 0.4432 | 92.93 | 1.18 | 0.66 |