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README.md

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----
-license: mit
-language:
-- en
-paperswithcode_id: embedding-data/SPECTER
-pretty_name: SPECTER
-task_categories:
-- sentence-similarity
-- paraphrase-mining
-task_ids:
-- semantic-similarity-classification
----
-
-# Dataset Card for "SPECTER"
-
-## Table of Contents
-- [Dataset Description](#dataset-description)
-  - [Dataset Summary](#dataset-summary)
-  - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
-  - [Languages](#languages)
-- [Dataset Structure](#dataset-structure)
-  - [Data Instances](#data-instances)
-  - [Data Fields](#data-fields)
-  - [Data Splits](#data-splits)
-- [Dataset Creation](#dataset-creation)
-  - [Curation Rationale](#curation-rationale)
-  - [Source Data](#source-data)
-  - [Annotations](#annotations)
-  - [Personal and Sensitive Information](#personal-and-sensitive-information)
-- [Considerations for Using the Data](#considerations-for-using-the-data)
-  - [Social Impact of Dataset](#social-impact-of-dataset)
-  - [Discussion of Biases](#discussion-of-biases)
-  - [Other Known Limitations](#other-known-limitations)
-- [Additional Information](#additional-information)
-  - [Dataset Curators](#dataset-curators)
-  - [Licensing Information](#licensing-information)
-  - [Citation Information](#citation-information)
-  - [Contributions](#contributions)
-  
-## Dataset Description
-
-- **Homepage:** [https://github.com/allenai/specter](https://github.com/allenai/specter)
-- **Repository:** [More Information Needed](https://github.com/allenai/specter/blob/master/README.md)
-- **Paper:** [More Information Needed](https://arxiv.org/pdf/2004.07180.pdf)
-- **Point of Contact:** [@armancohan](https://github.com/armancohan), [@sergeyf](https://github.com/sergeyf), [@haroldrubio](https://github.com/haroldrubio), [@jinamshah](https://github.com/jinamshah)
-
-### Dataset Summary
-
-Dataset containing triplets (three sentences): anchor, positive, and negative. Contains titles of papers.
-
-Disclaimer: The team releasing SPECTER did not upload the dataset to the Hub and did not write a dataset card. 
-These steps were done by the Hugging Face team.
-
-## Dataset Structure
-Each example in the dataset contains triplets of equivalent sentences and is formatted as a dictionary with the key "set" and a list with the sentences as "value".
-
-Each example is a dictionary with a key, "set", containing a list of three sentences (anchor, positive, and negative):
-
-```
-{"set": [anchor, positive, negative]}
-{"set": [anchor, positive, negative]}
-...
-{"set": [anchor, positive, negative]}
-```
-This dataset is useful for training Sentence Transformers models. Refer to the following post on how to train models using triplets.
-
-### Usage Example
-Install the 🤗 Datasets library with `pip install datasets` and load the dataset from the Hub with:
-```python
-from datasets import load_dataset
-dataset = load_dataset("embedding-data/SPECTER")
-```
-The dataset is loaded as a `DatasetDict` and has the format:
-```python
-DatasetDict({
-    train: Dataset({
-        features: ['set'],
-        num_rows: 684100
-    })
-})
-```
-Review an example `i` with:
-```python
-dataset["train"][i]["set"]
-```
-
-### Curation Rationale
-
-[More Information Needed](https://github.com/allenai/specter)
-
-### Source Data
-
-#### Initial Data Collection and Normalization
-
-[More Information Needed](https://github.com/allenai/specter)
-
-#### Who are the source language producers?
-
-[More Information Needed](https://github.com/allenai/specter)
-
-### Annotations
-
-#### Annotation process
-
-[More Information Needed](https://github.com/allenai/specter)
-
-#### Who are the annotators?
-
-[More Information Needed](https://github.com/allenai/specter)
-
-### Personal and Sensitive Information
-
-[More Information Needed](https://github.com/allenai/specter)
-
-## Considerations for Using the Data
-
-### Social Impact of Dataset
-
-[More Information Needed](https://github.com/allenai/specter)
-
-### Discussion of Biases
-
-[More Information Needed](https://github.com/allenai/specter)
-
-### Other Known Limitations
-
-[More Information Needed](https://github.com/allenai/specter)
-
-## Additional Information
-
-### Dataset Curators
-
-[More Information Needed](https://github.com/allenai/specter)
-
-### Licensing Information
-
-[More Information Needed](https://github.com/allenai/specter)
-
-### Citation Information
-
-
-
-### Contributions
-

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