Time-Sensitive News Retrieval on Syft News
0.555Recall@100 (Slice 6.11)DynaTree
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DynaTree2026.05 | 0.555 | 0.664 | 0.579 | 0.709 | 0.507 | 0.796 | 0.473 | 0.786 | 0.408 | 0.791 | 0.36 | 0.844 | 0.446 | 0.709 | 0.475 | 0.757 | |
| Reflexion2026.05 | 0.426 | 0.561 | 0.395 | 0.611 | 0.405 | 0.726 | 0.372 | 0.713 | 0.32 | 0.72 | 0.282 | 0.768 | 0.344 | 0.647 | 0.364 | 0.678 | |
| GraphRAG2026.05 | 0.421 | 0.548 | 0.427 | 0.632 | 0.379 | 0.677 | 0.367 | 0.662 | 0.314 | 0.715 | 0.278 | 0.728 | 0.358 | 0.616 | 0.363 | 0.654 | |
| KG2RAG2026.05 | 0.413 | 0.583 | 0.414 | 0.621 | 0.411 | 0.714 | 0.404 | 0.73 | 0.324 | 0.75 | 0.302 | 0.795 | 0.391 | 0.674 | 0.38 | 0.695 | |
| ReAct2026.05 | 0.409 | 0.562 | 0.392 | 0.599 | 0.403 | 0.727 | 0.399 | 0.716 | 0.345 | 0.764 | 0.295 | 0.794 | 0.375 | 0.655 | 0.374 | 0.688 | |
| Self-RAG2026.05 | 0.382 | 0.545 | 0.408 | 0.618 | 0.373 | 0.666 | 0.362 | 0.685 | 0.322 | 0.708 | 0.281 | 0.788 | 0.349 | 0.613 | 0.354 | 0.66 | |
| HyDE2026.05 | 0.382 | 0.538 | 0.421 | 0.593 | 0.383 | 0.676 | 0.358 | 0.646 | 0.296 | 0.661 | 0.264 | 0.73 | 0.343 | 0.61 | 0.35 | 0.636 | |
| FreshLLMs2026.05 | 0.374 | 0.45 | 0.354 | 0.512 | 0.323 | 0.578 | 0.313 | 0.581 | 0.274 | 0.599 | 0.253 | 0.679 | 0.319 | 0.527 | 0.316 | 0.561 | |
| RAPTOR2026.05 | 0.357 | 0.519 | 0.41 | 0.591 | 0.358 | 0.654 | 0.359 | 0.662 | 0.293 | 0.676 | 0.257 | 0.73 | 0.327 | 0.612 | 0.337 | 0.635 |