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SAMSum

Introduced by Bogdan Gliwa et al. in SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization archive 2025-07-28

A new dataset with abstractive dialogue summaries.

Source: SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 4 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 Summarization	SAMSum	OmniVec2 ROUGE-1 59.1	OmniVec2 - A Novel Transformer based Network for Large...	—	12	Compare
Abstractive Text Summarization	SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization	no rows	—	—	0	Compare
Summarization	SAMSum	no rows	—	—	0	Compare
Summarization	SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization	no rows	—	—	0	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 145. 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
Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization	1	1	3 Oct 2024	not harvested
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation	1	1	3 Oct 2024	not harvested
Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles	1	1	18 Jun 2024	not harvested
OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning	0	1	1 Jan 2024	not harvested
Instructive Dialogue Summarization with Query Aggregations	1	1	17 Oct 2023	not harvested
Momentum Calibration for Text Generation	0	1	8 Dec 2022	not harvested
Calibrating Sequence likelihood Improves Conditional Language Generation	0	1	30 Sep 2022	not harvested
Mind the Gap! Injecting Commonsense Knowledge for Abstractive Dialogue Summarization	1	1	2 Sep 2022	not harvested
Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization	1	2	10 Sep 2021	not harvested
Hierarchical Learning for Generation with Long Source Sequences	0	2	15 Apr 2021	not harvested

Dataset loaders archive 2025-07-28

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

Tasks archive 2025-07-28

Text Summarization Abstractive Text Summarization Federated Learning Summarization dialogue summary Abstractive Dialogue Summarization

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

Texts

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

SAMSum
SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization
SAMSum Corpus (translated to Russian)

3 variant names, as the archive lists them.

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