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AnglE: complex-space angle objectives for text embeddings

Combined similarity-ordering and supervised contrastive objectives with complex-space angle optimization, using known duplicate sentences as positives rather than false in-batch negatives.

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Combined similarity-ordering and supervised contrastive objectives with complex-space angle optimization, using known duplicate sentences as positives rather than false in-batch negatives.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

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.

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People and systems

Xianming Li; Jing Li

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

AnglE: complex-space angle objectives for text embeddings

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

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.

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

Xianming Li; Jing Li

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.

Original sources