What is recorded here?
Combined negatives across GPU batches, filtered likely false negatives with a cross-encoder and used high-confidence pseudo-labeled question/passage pairs in a staged dual-encoder training pipeline.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Teacher scores are imperfect relevance estimates, not certified clean labels. Cross-device communication, teacher inference and staged retraining have costs. Snapshot leaderboard claims do not establish present ranking or all-domain superiority.
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People and systems
Yingqi Qu; Yuchen Ding; Jing Liu; Kai Liu; Ruiyang Ren; Xin Zhao; Daxiang Dong; Hua Wu; Haifeng Wang
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
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English catalogue narrative
RocketQA: cross-device negatives and denoised retrieval training
Combined negatives across GPU batches, filtered likely false negatives with a cross-encoder and used high-confidence pseudo-labeled question/passage pairs in a staged dual-encoder training pipeline.
Scientific scope
Teacher scores are imperfect relevance estimates, not certified clean labels. Cross-device communication, teacher inference and staged retraining have costs. Snapshot leaderboard claims do not establish present ranking or all-domain superiority.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Yingqi Qu; Yuchen Ding; Jing Liu; Kai Liu; Ruiyang Ren; Xin Zhao; Daxiang Dong; Hua Wu; Haifeng Wang
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.