BWhat changed
Combined similarity-ordering and supervised contrastive objectives with complex-space angle optimization, using known duplicate sentences as positives rather than false in-batch negatives.
Scientific scope
Combined similarity-ordering and supervised contrastive objectives with complex-space angle optimization, using known duplicate sentences as positives rather than false in-batch negatives. An additional angle objective does not prove elimination of every vanishing gradient or global optimization failure. Cosine/complex representations and pretrained encoders have inherited origins. Reported short/long/domain STS performance is empirical; denominator/normalization and data quality remain practical constraints.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. An additional angle objective does not prove elimination of every vanishing gradient or global optimization failure. Cosine/complex representations and pretrained encoders have inherited origins. Reported short/long/domain STS performance is empirical; denominator/normalization and data quality remain practical constraints.
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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