Datasets › PGR

PGR (Phenotype-Gene Relations)

Introduced by Diana Sousa et al. in A Silver Standard Corpus of Human Phenotype-Gene Relations archive 2025-07-28

Phenotype-Gene Relations (PGR) is a corpus that consists of 1712 abstracts, 5676 human phenotype annotations, 13835 gene annotations, and 4283 relations.

Source: A Silver Standard Corpus of Human Phenotype-Gene Relations

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Graph Regression PGR ESA (Edge set attention, no positional encodings) R2 0.725±0.000 An end-to-end attention-based approach for learning on graphs davidbuterez/edge-set-attention 9 Compare
Relation Extraction PGR Spark NLP Macro F1 87.9 Deeper Clinical Document Understanding Using Relation Extraction JohnSnowLabs/spark-nlp-workshop 1 Compare

Papers archive 2025-07-28

10 shown of 10 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 6. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
An end-to-end attention-based approach for learning on graphs 1 1 16 Feb 2024 not harvested
Pure Transformers are Powerful Graph Learners 2 1 6 Jul 2022 ran 7 of 7 samples (0 unverified; 7 pointer-only for licence)
Deeper Clinical Document Understanding Using Relation Extraction 1 1 25 Dec 2021 not harvested
DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks 1 1 11 Nov 2021 ran 0 of 3 samples (3 unverified)
Do Transformers Really Perform Bad for Graph Representation? 5 1 9 Jun 2021 not harvested
How Attentive are Graph Attention Networks? 8 1 30 May 2021 ran 6 of 16 samples (10 unverified; 1 pointer-only for licence)
Principal Neighbourhood Aggregation for Graph Nets 8 1 12 Apr 2020 ran 33 of 55 samples (22 unverified; 48 pointer-only for licence)
How Powerful are Graph Neural Networks? 19 1 1 Oct 2018 ran 3 of 10 samples (7 unverified; 5 pointer-only for licence)
Graph Attention Networks 93 1 30 Oct 2017 ran 50 of 106 samples (56 unverified; 43 pointer-only for licence)
Semi-Supervised Classification with Graph Convolutional Networks 55 1 9 Sep 2016 ran 31 of 58 samples (27 unverified; 22 pointer-only for licence)

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • PGR

1 variant name, as the archive lists them.

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