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electra-sim-pair
LilaBoualili/electra-sim-pair
electra-sim-pair is a text classification model from LilaBoualili. Use it when you need a label for a piece of text. It is set up for transformers.
At its core it uses an ELECTRA-Base model (google/electra-base-discriminator) fine-tuned on the MS MARCO passage classification task using the Sim-Pair marking strategy that highlights exact term matches between the q…
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At a glance
- Task
- Text Classification
- Library
- transformers
- Model type
- electra
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- May 18, 2021
- SHA
- fb8e8464
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Model card
From the Hugging Face model README
At its core it uses an ELECTRA-Base model (google/electra-base-discriminator) fine-tuned on the MS MARCO passage classification task using the Sim-Pair marking strategy that highlights exact term matches between the query and the passage via marker tokens (#). It can be loaded using the TF/AutoModelForSequenceClassification classes but it follows the same classification layer defined for BERT similarly to the TFElectraRelevanceHead in the Capreolus BERT-MaxP implementation.
Refer to our github repository for a usage example for ad hoc ranking.
- Task
- Text Classification
- Library
- transformers
- Type
- electra
- Created
- Mar 2, 2022
- Updated
- May 18, 2021