AWhat changed
Trained a shared BiLSTM encoder with max pooling, joint subword vocabulary and an auxiliary translation decoder to obtain fixed-dimensional sentence vectors for cross-lingual transfer and parallel-sentence retrieval.
Scientific scope
Trained a shared BiLSTM encoder with max pooling, joint subword vocabulary and an auxiliary translation decoder to obtain fixed-dimensional sentence vectors for cross-lingual transfer and parallel-sentence retrieval. Zero-shot downstream transfer is not zero parallel supervision: representation training uses parallel corpora. Original93-language encoder and122-language test resource have different coverage. Later LASER variants are not treated as part of this original architecture.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Zero-shot downstream transfer is not zero parallel supervision: representation training uses parallel corpora. Original93-language encoder and122-language test resource have different coverage. Later LASER variants are not treated as part of this original architecture.
Contributors
- Source-listed authors and technical contributors · SCIENCE: 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.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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