Cross-Lingual Abstractive Summarization

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (15 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• The Cross-lingual Conversation Summarization Challenge
  1 May 2022 2 repositories listed
  We propose the shared task of cross-lingual conversation summarization, \emph{ConvSumX Challenge}, opening new avenues for researchers to investigate solutions that integrate conversation summarization and machine…
• PMIndiaSum: Multilingual and Cross-lingual Headline Summarization for Languages in India
  15 May 2023 1 repository listed
  This paper introduces PMIndiaSum, a multilingual and massively parallel summarization corpus focused on languages in India.
• XWikiGen: Cross-lingual Summarization for Encyclopedic Text Generation in Low Resource Languages
  22 Mar 2023 1 repository listed
  But, for low-resource languages, the scarcity of reference articles makes monolingual summarization ineffective in solving this problem.
• Towards Making the Most of Cross-Lingual Transfer for Zero-Shot Neural Machine Translation
  1 May 2022 1 repository listed
  When applied to zero-shot cross-lingual abstractive summarization, it produces an average performance gain of 12.
• WikiMulti: a Corpus for Cross-Lingual Summarization
  23 Apr 2022 1 repository listed
  Cross-lingual summarization (CLS) is the task to produce a summary in one particular language for a source document in a different language.
• CrossSum: Beyond English-Centric Cross-Lingual Summarization for 1,500+ Language Pairs
  16 Dec 2021 1 repository listed
  LaSE is strongly correlated with ROUGE and, unlike ROUGE, can be reliably measured even in the absence of references in the target language.
• Towards Making the Most of Multilingual Pretraining for Zero-Shot Neural Machine Translation
  16 Oct 2021 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  When applied to zero-shot cross-lingual abstractive summarization, it produces an average performance gain of 12.
• Cross-Lingual Abstractive Summarization with Limited Parallel Resources
  28 May 2021 1 repository listed Syntology ran 6 of 11 samples · 5 unverified
  Employing one unified decoder to generate the sequential concatenation of monolingual and cross-lingual summaries, MCLAS makes the monolingual summarization task a prerequisite of the cross-lingual summarization (CLS)…
• WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive Summarization
  7 Oct 2020 1 repository listed
  As a set of baselines for further studies, we evaluate the performance of existing cross-lingual abstractive summarization methods on our dataset.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.