Semantic Text Matching

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

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (11 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.

• RoFormer: Enhanced Transformer with Rotary Position Embedding
  20 Apr 2021 20 repositories listed Syntology ran 14 of 16 samples · 2 unverified
  Then, we propose a novel method named Rotary Position Embedding(RoPE) to effectively leverage the positional information.
• Extractive Summarization as Text Matching
  19 Apr 2020 2 repositories listed
  This paper creates a paradigm shift with regard to the way we build neural extractive summarization systems.
• Law Article-Enhanced Legal Case Matching: a Causal Learning Approach
  20 Oct 2022 1 repository listed
  We show that the framework is model-agnostic, and a number of legal case matching models can be applied as the underlying models.
• A Dense Representation Framework for Lexical and Semantic Matching
  20 Jun 2022 1 repository listed
  In contrast, our work integrates lexical representations with dense semantic representations by densifying high-dimensional lexical representations into what we call low-dimensional dense lexical representations (DLRs).
• Linguistic Knowledge in Data Augmentation for Natural Language Processing: An Example on Chinese Question Matching
  29 Nov 2021 1 repository listed
  To investigate the role of linguistic knowledge in data augmentation (DA) for Natural Language Processing (NLP), we designed two adapted DA programs and applied them to LCQMC (a Large-scale Chinese Question Matching…
• Supervised Contrastive Learning for Interpretable Long-Form Document Matching
  20 Aug 2021 1 repository listed
  When handling such long documents, there are three primary challenges: (i) the presence of different contexts for the same word throughout the document, (ii) small sections of contextually similar text between two…
• Match-Ignition: Plugging PageRank into Transformer for Long-form Text Matching
  16 Jan 2021 1 repository listed
  However, these models designed for short texts cannot well address the long-form text matching problem, because there are many contexts in long-form texts can not be directly aligned with each other, and it is difficult…
• unarXive: A Large Scholarly Data Set with Publications' Full-Text, Annotated In-Text Citations, and Links to Metadata
  2 Mar 2020 1 repository listed
  The data set, which is made freely available for research purposes, not only can enhance the future evaluation of research paper-based and citation context-based approaches, but also serve as a basis for new ways to…

Syntology lines on 1 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.