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@@ -30,11 +30,7 @@ model = AutoAdapterModel.from_pretrained("allenai/specter2_aug2023refresh_base")
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  adapter_name = model.load_adapter("allenai/specter2_aug2023refresh_adhoc_query", source="hf", set_active=True)
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  ```
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- ---
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- license: apache-2.0
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- datasets:
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- - allenai/scirepeval
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- ---
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  **\*\*\*\*\*\*Update\*\*\*\*\*\***
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  This update introduces a new set of SPECTER 2.0 models with the base transformer encoder pre-trained on an extended citation dataset containing more recent papers.
@@ -89,8 +85,8 @@ It builds on the work done in [SciRepEval: A Multi-Format Benchmark for Scientif
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  |Model|Name and HF link|Description|
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  |--|--|--|
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- |Retrieval*|[allenai/specter2_aug2023refresh_proximity](https://huggingface.co/allenai/specter2_aug2023refresh)|Encode papers as queries and candidates eg. Link Prediction, Nearest Neighbor Search|
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- |Adhoc Query|[allenai/specter2_aug2023refresh_adhoc_query](https://huggingface.co/allenai/specter2_aug2023refresh_adhoc_query)|Encode short raw text queries for search tasks. (Candidate papers can be encoded with proximity)|
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  |Classification|[allenai/specter2_aug2023refresh_classification](https://huggingface.co/allenai/specter2_aug2023refresh_classification)|Encode papers to feed into linear classifiers as features|
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  |Regression|[allenai/specter2_aug2023refresh_regression](https://huggingface.co/allenai/specter2_aug2023refresh_regression)|Encode papers to feed into linear regressors as features|
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  adapter_name = model.load_adapter("allenai/specter2_aug2023refresh_adhoc_query", source="hf", set_active=True)
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  ```
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+
 
 
 
 
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  **\*\*\*\*\*\*Update\*\*\*\*\*\***
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  This update introduces a new set of SPECTER 2.0 models with the base transformer encoder pre-trained on an extended citation dataset containing more recent papers.
 
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  |Model|Name and HF link|Description|
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  |--|--|--|
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+ |Proximity*|[allenai/specter2_aug2023refresh](https://huggingface.co/allenai/specter2_aug2023refresh)|Encode papers as queries and candidates eg. Link Prediction, Nearest Neighbor Search|
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+ |Adhoc Query|[allenai/specter2_aug2023refresh_adhoc_query](https://huggingface.co/allenai/specter2_aug2023refresh_adhoc_query)|Encode short raw text queries for search tasks. (Candidate papers can be encoded with the proximity adapter)|
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  |Classification|[allenai/specter2_aug2023refresh_classification](https://huggingface.co/allenai/specter2_aug2023refresh_classification)|Encode papers to feed into linear classifiers as features|
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  |Regression|[allenai/specter2_aug2023refresh_regression](https://huggingface.co/allenai/specter2_aug2023refresh_regression)|Encode papers to feed into linear regressors as features|
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