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Ohsumed

archive 2025-07-28

Ohsumed includes medical abstracts from the MeSH categories of the year 1991. In [Joachims, 1997] were used the first 20,000 documents divided in 10,000 for training and 10,000 for testing. The specific task was to categorize the 23 cardiovascular diseases categories. After selecting the such category subset, the unique abstract number becomes 13,929 (6,286 for training and 7,643 for testing). As current computers can easily manage larger number of documents we make available all 34,389 cardiovascular diseases abstracts out of 50,216 medical abstracts contained in the year 1991.

Source: http://disi.unitn.it/moschitti/corpora.htm

Homepage Benchmarks Papers JSON

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)	Paper	Code
Text Classification	Ohsumed	RoBERTaGCN Accuracy 72.8	BertGCN: Transductive Text Classification by Combining...	ZeroRin/BertGCN	10	Compare
Information Retrieval	Ohsumed	BERT+CONCEPT FILTER NDCG 0.25	Semantic Enrichment of Pretrained Embedding Output for...	—	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 11. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
BertGCN: Transductive Text Classification by Combining GCN and BERT	1	1	12 May 2021	not harvested
Semantic Enrichment of Pretrained Embedding Output for Unsupervised IR	0	1	24 Mar 2021	not harvested
Simple Spectral Graph Convolution	2	1	1 Jan 2021	not harvested
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings	1	1	1 Dec 2019	ran 0 of 1 samples (1 unverified)
Text Level Graph Neural Network for Text Classification	2	1	6 Oct 2019	ran 1 of 2 samples (1 unverified; 2 pointer-only for licence)
Graph Star Net for Generalized Multi-Task Learning	1	1	21 Jun 2019	ran 1 of 6 samples (5 unverified)
Rep the Set: Neural Networks for Learning Set Representations	1	1	3 Apr 2019	not harvested
Simplifying Graph Convolutional Networks	7	2	19 Feb 2019	ran 3 of 8 samples (5 unverified)
Graph Convolutional Networks for Text Classification	9	1	15 Sep 2018	ran 6 of 16 samples (10 unverified; 6 pointer-only for licence)
On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis	3	1	6 Jul 2017	not harvested

Dataset loaders archive 2025-07-28

manitprats/NLPtf

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

Tasks archive 2025-07-28

Text Classification Information Retrieval

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Texts

Languages archive 2025-07-28

English

Variants archive 2025-07-28

Ohsumed

1 variant name, as the archive lists them.

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