A bucket-based result buffer plus tailored re-ranking algorithms accelerate quantization ANN indexes up to 3.8× for large-k queries at 0.95 recall without accuracy loss.
NLLB Team, Marta R
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
years
2026 2roles
background 1polarities
background 1representative citing papers
Wikipedia-style reformatting reverses FineWeb-Edu CQF filtering decisions for ~7% of documents, admitting otherwise excluded low-quality content.
citing papers explorer
-
BBC: Improving Large-k Approximate Nearest Neighbor Search with a Bucket-based Result Collector
A bucket-based result buffer plus tailored re-ranking algorithms accelerate quantization ANN indexes up to 3.8× for large-k queries at 0.95 recall without accuracy loss.
-
Is a Document Educational or Just Wikipedia-Style? -- Pitfalls of Classifier-Based Quality Filtering
Wikipedia-style reformatting reverses FineWeb-Edu CQF filtering decisions for ~7% of documents, admitting otherwise excluded low-quality content.