Argument Pair Extraction (APE)

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

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

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

4 shown of 4 papers with code (5 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.

• "I'd Like to Have an Argument, Please": Argumentative Reasoning in Large Language Models
  29 Sep 2023 1 repository listed
  We evaluate two large language models (LLMs) ability to perform argumentative reasoning.
• Have my arguments been replied to? Argument Pair Extraction as Machine Reading Comprehension
  1 May 2022 1 repository listed
  Argument pair extraction (APE) aims to automatically mine argument pairs from two interrelated argumentative documents.
• Argument Pair Extraction via Attention-guided Multi-Layer Multi-Cross Encoding
  1 Aug 2021 1 repository listed
  Prior research work treats this task as a sequence labeling problem and a binary classification problem on two passages that are directly concatenated together, which has a limitation of not fully utilizing the unique…
• APE: Argument Pair Extraction from Peer Review and Rebuttal via Multi-task Learning
  1 Nov 2020 1 repository listed
  Peer review and rebuttal, with rich interactions and argumentative discussions in between, are naturally a good resource to mine arguments.