CoPaGE-300K: Controlled Paraphrase Geometry Embeddings
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| Format: | Recurso digital |
| Sprache: | Englisch |
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2026
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| _version_ | 1866901878470606848 |
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| author | Bedratyuk, Leonid |
| author_facet | Bedratyuk, Leonid |
| contents | <p>CoPaGE-300K (Controlled Paraphrase Geometry Embeddings) is a controlled slot-based dataset designed for studying the local geometry of semantically close sentence embeddings. The dataset contains more than 300,000 template-generated English sentences organized into three template families and five slot-variation regimes. Each sentence is associated with explicit slot metadata and precomputed sentence embeddings.</p> <p>The dataset is intended for experiments on local manifold-like structure, affine, quadratic and cubic fitting of local embedding clouds, manifold-aware latent augmentation, surface-based generation of synthetic latent points, and the comparison between geometric validity and downstream discriminative utility.</p> <p>CoPaGE-300K should not be interpreted as a natural paraphrase corpus. Its value lies in its controlled factorial structure, explicit slot metadata, reproducible generation procedure, and suitability for local geometric analysis in sentence embedding spaces.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19827690 |
| institution | Zenodo |
| language | eng |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | CoPaGE-300K: Controlled Paraphrase Geometry Embeddings Bedratyuk, Leonid sentence embeddings paraphrase controlled dataset manifold augmentation feature-space augmentation semantic similarity geometric data augmentation <p>CoPaGE-300K (Controlled Paraphrase Geometry Embeddings) is a controlled slot-based dataset designed for studying the local geometry of semantically close sentence embeddings. The dataset contains more than 300,000 template-generated English sentences organized into three template families and five slot-variation regimes. Each sentence is associated with explicit slot metadata and precomputed sentence embeddings.</p> <p>The dataset is intended for experiments on local manifold-like structure, affine, quadratic and cubic fitting of local embedding clouds, manifold-aware latent augmentation, surface-based generation of synthetic latent points, and the comparison between geometric validity and downstream discriminative utility.</p> <p>CoPaGE-300K should not be interpreted as a natural paraphrase corpus. Its value lies in its controlled factorial structure, explicit slot metadata, reproducible generation procedure, and suitability for local geometric analysis in sentence embedding spaces.</p> |
| title | CoPaGE-300K: Controlled Paraphrase Geometry Embeddings |
| topic | sentence embeddings paraphrase controlled dataset manifold augmentation feature-space augmentation semantic similarity geometric data augmentation |
| url | https://doi.org/10.5281/zenodo.19827690 |