Graph Ranking

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 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.

Most implemented papers archive 2025-07-28

5 shown of 5 papers with code (18 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.

• Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge Graphs
  1 Nov 2021 2 repositories listed
  The high-level decoding generates an AQG as a constraint to prune the search space and reduce the locally ambiguous query graph.
• Personalized Ranking on Cascading Behavior Graphs for Accurate Multi-Behavior Recommendation
  17 Feb 2025 1 repository listed
  Multi-behavior recommendation predicts items a user may purchase by analyzing diverse behaviors like viewing, adding to a cart, and purchasing.
• GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERT
  1 Oct 2022 1 repository listed
  In this paper, we develop a Graph-Based Unsupervised Summarization(GUSUM) method for extractive text summarization based on the principle of including the most important sentences while excluding sentences with similar…
• Ranking Structured Objects with Graph Neural Networks
  18 Apr 2021 1 repository listed
  Graph neural networks (GNNs) have been successfully applied in many structured data domains, with applications ranging from molecular property prediction to the analysis of social networks.
• Learning to Rank Query Graphs for Complex Question Answering over Knowledge Graphs
  2 Nov 2018 1 repository listed
  In this paper, we conduct an empirical investigation of neural query graph ranking approaches for the task of complex question answering over knowledge graphs.