| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Retail dataset search collection | LLM semantic search tool | Dataset Count244 | 21 | 3mo ago | |
| Dense-Set | ours | Recall@542.5 | 5 | 26d ago | |
| Holy Mosque Dataset | ours | Recall@541 | 5 | 26d ago | |
| MS-COCO (test) | SigLIP | R@574.6 | 5 | 26d ago | |
| arXiv | GSS | nDCG@1061.2 | 5 | 2mo ago | |
| Medium-scale environment | SAGR | Average Completion Time (steps)207.1 | 4 | 1mo ago | |
| HM3D Large | SAGR | Average Completion Time (steps)228 | 4 | 1mo ago | |
| HM3D Medium | SAGR | Average Completion Time (steps)190.4 | 4 | 1mo ago | |
| HM3D Small | SAGR | Average Completion Time (steps)178.8 | 4 | 1mo ago | |
| Amazon ESCI | Fine-tuned Sentence Transformer & Fine-tuned Flan-T5-Small (ours) | Precision@132 | 3 | 3mo ago | |
| Downstream Task Evaluation | Score94.7 | 2 | 2mo ago | ||
| SPS Exploratory queries (held-out golden set) | Unified SLM | Relative Change in GR@1075 | 1 | 6d ago | |
| SPS Navigational queries (held-out golden set) | Unified SLM | GR@10 Relative Change57 | 1 | 6d ago |
