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Alibaba-NLP/gte-base-en-v1.5

Sentence Similarity·Alibaba-NLP· 469.6K· 71
transformers apache-2.0 136.8M params

We introduce gte-v1.5 series, upgraded gte embeddings that support the context length of up to 8192, while further enhancing model performance. The models are built upon the transformer++ encoder backbone (BERT + RoPE + GLU).

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Model details

Task
Sentence Similarity
Provider
Alibaba-NLP
Framework
transformers
Parameters
136.8M
Size
2.0 GB
License
apache-2.0
Downloads
469.6K
Likes
71
Paper
arXiv:2407.19669
Updated
2024-11-15

About Alibaba-NLP/gte-base-en-v1.5

--- libraryname: transformers tags: - sentence-transformers - gte - mteb - transformers.js - sentence-similarity license: apache-2.0 language: - en model-index: - name: gte-base-en-v1.5 results: - task: type: Classification dataset: type: mteb/amazoncounterfactual name: MTEB AmazonCounterfactualClassification (en) config: en split: test revision: e8379541af4e31359cca9fbcf4b00f2671dba205 metrics: - type: accuracy value: 74.7910447761194 - type: ap value: 37.053785713650626 - type: f1 value: 68.51101510998551 - task: type: Classification dataset: type: mteb/amazonpolarity name: MTEB AmazonPolarityClassification config: default split: test revision: e2d317d38cd51312af73b3d32a06d1a08b442046 metrics: - type: accuracy value: 93.016875 - type: ap value: 89.17750268426342 - type: f1 value: 92.9970977240524 - task: type: Classification dataset: type: mteb/amazonreviewsmulti name: MTEB AmazonReviewsClassification (en) config: en split: test revision: 1399c76144fd37290681b995c656ef9b2e06e26d metrics: - type: accuracy value: 53.312000000000005 - type: f1 value: 52.98175784163017 - task: type: Retrieval dataset: type: mteb/arguana name: MTEB ArguAna config: default split: test revision: c22ab2a51041ffd869aaddef7af8d8215647e41a metrics: - type: mapat1 value: 38.193 - type: mapat10 value: 54.848 - type:

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