Upload bench_content.py

bench_content.py

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+TAB_BENCH = """## 📊 Benchmark Results
+
+### 🏛️ Oxford Spires — Large-Scale Trajectory Estimation (Sparse: 320 frames)
+
+| Method | Type | AUC@15 ↑ | AUC@30 ↑ | ATE ↓ | FPS |
+|---|---|---|---|---|---|
+| VGGT | Offline | 23.84 | 35.09 | 24.78 | — |
+| DA3 | Offline | 49.84 | 56.68 | 12.87 | — |
+| Pi3 | Offline | 38.64 | 48.65 | 14.03 | — |
+| VIPE | Optim | 45.35 | 51.88 | 10.52 | — |
+| DroidSLAM | Optim | 8.58 | 21.41 | 21.84 | — |
+| CUT3R | Online | 5.98 | 14.95 | 18.16 | 29.2 |
+| TTT3R | Online | 13.92 | 25.90 | 19.35 | 29.0 |
+| Wint3R | Online | 11.61 | 23.42 | 21.10 | 3.9 |
+| **LingBot-Map** | **Online** | **61.64** | **75.16** | **6.42** | **20.3** |
+
+> 🏆 LingBot-Map beats ALL offline, optimization, and online methods despite being streaming!
+
+### Dense Setting (3,840 frames) — Drift Resistance
+
+| Method | ATE sparse ↓ | ATE dense ↓ | ΔATE |
+|---|---|---|---|
+| CUT3R | 18.16 | 32.47 | +14.31 |
+| Wint3R | 21.10 | 32.90 | +11.80 |
+| **LingBot-Map** | **6.42** | **7.11** | **+0.69** |
+
+> LingBot-Map's ATE barely increases over 12× longer sequences!
+
+### 3D Reconstruction (F1 Score)
+
+| Method | ETH3D | 7-Scenes | NRGBD |
+|---|---|---|---|
+| Wint3R | 77.28 | 78.81 | 56.96 |
+| TTT3R | 68.48 | 77.25 | 53.55 |
+| Stream3R | 72.87 | 78.79 | 54.07 |
+| **LingBot-Map** | **98.98** | **80.39** | **64.26** |
+
+> ETH3D F1 of **98.98** — nearly perfect reconstruction!
+"""