Urdu News Recommendation on Urdu News Corpus
0.9435Precision@15ULTRA Framework
Evaluation Results
| Method | Links | |
|---|---|---|
| ULTRA FrameworkCore Methodology=Dual-Embedding Architecture (Headline CLS-pooling for l(q) < theta; Content Mean-pooling for l(q) >= theta) + PCA, Query Type=short queries, Relevance Judgment=Human-evaluated True/False Positives for 100 test queries, Primary Contribution=Solves semantic granularity mismatch; identifies optimal pooling and PCA-reduced dimensions (64D/128D)2026.02 | 0.9435 |