Dimensionality Reduction Optimization on Mature Human Kidney Immune Zonation
7.66Initial ScoreGemini-3-Pro-Preview with PaCMAP (Explicit)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Gemini-3-Pro-Preview with PaCMAP (Explicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=PaCMAP, Scoring Mechanism=Explicit2026.03 | 7.66 | 7.23 | |
| Gemini-3-Pro-Preview with t-SNE (Explicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=t-SNE, Scoring Mechanism=Explicit2026.03 | 7.63 | 7.79 | |
| Gemini-3-Pro-Preview with t-SNE (Implicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=t-SNE, Scoring Mechanism=Implicit2026.03 | 7.5 | 7.9 | |
| Claude-Opus-4.5 with PaCMAP (Explicit)LLM Agent=Claude-Opus-4.5, DR Method=PaCMAP, Scoring Mechanism=Explicit2026.03 | 7.5 | 7.5 | |
| GPT-5.2 with PaCMAP (Explicit)LLM Agent=GPT-5.2, DR Method=PaCMAP, Scoring Mechanism=Explicit2026.03 | 7.41 | 6.89 | |
| Claude-Opus-4.5 with t-SNE (Explicit)LLM Agent=Claude-Opus-4.5, DR Method=t-SNE, Scoring Mechanism=Explicit2026.03 | 7.37 | 7.41 | |
| Gemini-3-Pro-Preview with UMAP (Explicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=UMAP, Scoring Mechanism=Explicit2026.03 | 7.08 | 7.74 | |
| Claude-Opus-4.5 with UMAP (Explicit)LLM Agent=Claude-Opus-4.5, DR Method=UMAP, Scoring Mechanism=Explicit2026.03 | 7.08 | 7.45 | |
| Gemini-3-Pro-Preview with PaCMAP (Implicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=PaCMAP, Scoring Mechanism=Implicit2026.03 | 7 | 7.5 | |
| GPT-5.2 with t-SNE (Explicit)LLM Agent=GPT-5.2, DR Method=t-SNE, Scoring Mechanism=Explicit2026.03 | 6.98 | 8.49 | |
| GPT-5.2 with UMAP (Explicit)LLM Agent=GPT-5.2, DR Method=UMAP, Scoring Mechanism=Explicit2026.03 | 6.83 | 6.79 | |
| GPT-5.2 with PaCMAP (Implicit)LLM Agent=GPT-5.2, DR Method=PaCMAP, Scoring Mechanism=Implicit2026.03 | 6.7 | 7.1 | |
| GPT-5.2 with UMAP (Implicit)LLM Agent=GPT-5.2, DR Method=UMAP, Scoring Mechanism=Implicit2026.03 | 6.6 | 7.6 | |
| Gemini-3-Pro-Preview with UMAP (Implicit)LLM Agent=Gemini-3-Pro-Preview, DR Method=UMAP, Scoring Mechanism=Implicit2026.03 | 6.5 | 8.5 | |
| Claude-Opus-4.5 with t-SNE (Implicit)LLM Agent=Claude-Opus-4.5, DR Method=t-SNE, Scoring Mechanism=Implicit2026.03 | 6.5 | 6.5 | |
| Claude-Opus-4.5 with PaCMAP (Implicit)LLM Agent=Claude-Opus-4.5, DR Method=PaCMAP, Scoring Mechanism=Implicit2026.03 | 6.5 | 6.5 | |
| GPT-5.2 with t-SNE (Implicit)LLM Agent=GPT-5.2, DR Method=t-SNE, Scoring Mechanism=Implicit2026.03 | 6 | 7.6 | |
| Claude-Opus-4.5 with UMAP (Implicit)LLM Agent=Claude-Opus-4.5, DR Method=UMAP, Scoring Mechanism=Implicit2026.03 | 5.5 | 6.5 |