Papers › Dataset for Automatic Summarization of Russian News
Dataset for Automatic Summarization of Russian News
Ilya Gusev
Automatic text summarization has been studied in a variety of domains and languages. However, this does not hold for the Russian language. To overcome this issue, we present Gazeta, the first dataset for summarization of Russian news. We describe the properties of this dataset and benchmark several extractive and abstractive models. We demonstrate that the dataset is a valid task for methods of text summarization for Russian. Additionally, we prove the pretrained mBART model to be useful for Russian text summarization.
In Syntology View this paper on Syntology: its repositories, every harvested function with whether it ran, its licence and the call to fetch it.
Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.
Code
Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.
Code Syntology ran Syntology
Not run by Syntology. Nothing on this page verifies that the listed code works.
Tasks
1 archive task tag without a task page not shown.
Datasets
Introduced by this paper, per the archive.
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Text Summarization | Gazeta | Finetuned mBART | BLEU | 12.4 | #1 of 1 | Archive leaderboard | report |
| Text Summarization | Gazeta | Finetuned mBART | Meteor | 25.7 | #1 of 1 | Archive leaderboard | report |
| Text Summarization | Gazeta | Finetuned mBART | ROUGE-1 | 32.1 | #1 of 1 | Archive leaderboard | report |
| Text Summarization | Gazeta | Finetuned mBART | ROUGE-2 | 14.2 | #1 of 1 | Archive leaderboard | report |
| Text Summarization | Gazeta | Finetuned mBART | ROUGE-L | 27.9 | #1 of 1 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
Methods
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections