datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
specter2-corpus-papersSPECTER2-data
Dataset Card for "SPECTER2-data"
More Information needed
SPECTER
Dataset Card for "SPECTER"
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… See the full description on the dataset page: https://huggingface.co/datasets/embedding-data/SPECTER.specter
Dataset Card for Specter
This dataset is a collection of title-related-unrelated triplets from Scientific Publications on Specter. See Specter for additional information.
This dataset can be used directly with Sentence Transformers to train embedding models.
Dataset Subsets
triplet subset
Columns: "anchor", "positive", "negative"
Column types: str, str, str
Examples:{
'anchor': "Integrating children's contributions in the interaction design process"… See the full description on the dataset page: https://huggingface.co/datasets/sentence-transformers/specter.neuro-specter2-triplets-multi-pool
Jerjes/neuro-specter2-triplets-multi-pool
This dataset contains anchor papers with their top-K most similar (positive) and most dissimilar (negative) papers based on SPECTER2 embeddings.
Dataset Structure
Each row contains:
anchor_id: Unique identifier for the anchor paper
anchor_title: Title of the anchor paper
anchor_abstract: Abstract of the anchor paper
positive_pool: List of 5 most similar papers, each as [id, title, abstract]
negative_pool: List of 5 most… See the full description on the dataset page: https://huggingface.co/datasets/Jerjes/neuro-specter2-triplets-multi-pool.arxiv_abstracts_specter_faiss_flat_indexversion https://git-lfs.github.com/spec/v1
oid sha256:98b45ea81164d1e1a1dd82255207053b15cd6c69d922a1c5cf3387ce604d4b74
size 28
Specter-Triplet-SplitThis dataset is based on the sentence-transformers/specter dataset to have a train-val-test split.
neuro-specter2-triplets
Jerjes/neuro-specter2-triplets
Triplet dataset for fine-tuning SPECTER2 on neuroscience.
Version date: 2025-08-12
Schema
Columns:
anchor_id, positive_id, negative_id
anchor_title, positive_title, negative_title
anchor_abstract, positive_abstract, negative_abstract
anchor_text, positive_text, negative_text (title + abstract)
Split: train
Load
from datasets import load_dataset
triplets = load_dataset("Jerjes/neuro-specter2-triplets", split="train")
st_specter_train_triplesspecter-title-to-absspecter-abs-to-titlespecter-vc-ai_specialistneuro-specter2-triplets-pool
Jerjes/neuro-specter2-triplets-pool
This dataset contains anchor papers with their top-K most similar (positive) and most dissimilar (negative) papers based on SPECTER2 embeddings.
Dataset Structure
Each row contains:
anchor_id: Unique identifier for the anchor paper
anchor_title: Title of the anchor paper
anchor_abstract: Abstract of the anchor paper
positive_pool: List of 5 most similar papers, each as [id, title, abstract]
negative_pool: List of 5 most dissimilar… See the full description on the dataset page: https://huggingface.co/datasets/Jerjes/neuro-specter2-triplets-pool.neuro-specter2-poolsspecter-vc-stealth_hunterspecter-vc-all-personasneuro-specter2-sample-data
Jerjes/neuro-specter2-sample-data
This dataset contains anchor papers with their top-K most similar (positive) and most dissimilar (negative) papers based on SPECTER2 embeddings.
Dataset Structure
Each row contains:
anchor_id: Unique identifier for the anchor paper
anchor_title: Title of the anchor paper
anchor_abstract: Abstract of the anchor paper
positive_pool: List of 5 most similar papers, each as [id, title, abstract]
negative_pool: List of 5 most dissimilar… See the full description on the dataset page: https://huggingface.co/datasets/Jerjes/neuro-specter2-sample-data.SPECTER-subset-dedupetd-specter-train-triples-hard-neg-sftspecter-title-to-abs-filteredSPECTER-subset-dedup_with_marginsspecter-vc-growth_scoutspecter-vc-fintech_focustldr_vs_abstract_allenai_specter2_aug2023refresh_basetldr_vs_abstract_allenai_specter2_base
