Sociogram Similarity Prediction on MR group interaction dataset single-step (ground truth context)
0.958Conv ScoreSFT (LoRA)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SFT (LoRA)Evaluation Protocol=Fine-tuned, Fine-tuning method=LoRA2026.04 | 0.958 | 0.104 | 0.395 | 3.2 | |
| Few-Shot (Similar, k=1)Evaluation Protocol=Few-shot, k-shot=1, Selection Strategy=Cosine similarity in MURMR embeddings2026.04 | 0.785 | 0.474 | 0.582 | 2.5 | |
| LSTM + Full ContextType=Baseline, Context Configuration=Full Context2026.04 | 0.298 | 0.215 | 0.231 | 1 | |
| PersistenceType=Baseline2026.04 | 0.068 | 0.045 | 0.062 | — | |
| Zero-ShotEvaluation Protocol=Zero-shot2026.04 | 0.067 | 0.188 | 0.101 | 0.4 |