Relation Prediction

Benchmarks archive 2025-07-28

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Libraries

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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

30 shown of 89 papers with code (187 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.

• Inductive Relation Prediction by Subgraph Reasoning
  16 Nov 2019 10 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The dominant paradigm for relation prediction in knowledge graphs involves learning and operating on latent representations (i.
• NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs
  23 Jun 2021 4 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  To this end, we propose NodePiece, an anchor-based approach to learn a fixed-size entity vocabulary.
• Structured Sparse R-CNN for Direct Scene Graph Generation
  21 Jun 2021 4 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The key to our method is a set of learnable triplet queries and a structured triplet detector which could be jointly optimized from the training set in an end-to-end manner.
• Relational Message Passing for Knowledge Graph Completion
  17 Feb 2020 4 repositories listed Syntology ran 1 of 18 samples · 17 unverified
  Specifically, two kinds of neighborhood topology are modeled for a given entity pair under the relational message passing framework: (1) Relational context, which captures the relation types of edges adjacent to the…
• Deep Weakly-supervised Anomaly Detection
  30 Oct 2019 4 repositories listed Syntology ran 5 of 6 samples · 1 unverified
  To detect both seen and unseen anomalies, we introduce a novel deep weakly-supervised approach, namely Pairwise Relation prediction Network (PReNet), that learns pairwise relation features and anomaly scores by…
• KG-BERT: BERT for Knowledge Graph Completion
  7 Sep 2019 3 repositories listed Syntology ran 3 of 4 samples · 1 unverified · 1 pointer-only (licence)
  Knowledge graphs are important resources for many artificial intelligence tasks but often suffer from incompleteness.
• DisSent: Sentence Representation Learning from Explicit Discourse Relations
  12 Oct 2017 3 repositories listed
  Learning effective representations of sentences is one of the core missions of natural language understanding.
• Solving Inequality Proofs with Large Language Models
  9 Jun 2025 2 repositories listed Syntology ran 9 of 10 samples · 1 unverified
  Inequality proving, crucial across diverse scientific and mathematical fields, tests advanced reasoning skills such as discovering tight bounds and strategic theorem application.
• Rethinking the Role of LLMs for Document-level Relation Extraction: a Refiner with Task Distribution and Probability Fusion
  1 Apr 2025 2 repositories listed
  Further, in order to effectively solve the multi-label relation prediction problem in the refinement process, we propose a probability fusion method, ensuring and enhancing fusion predictions by maintaining a balance…
• 1st Place Solution for PSG competition with ECCV'22 SenseHuman Workshop
  6 Feb 2023 2 repositories listed
  Panoptic Scene Graph (PSG) generation aims to generate scene graph representations based on panoptic segmentation instead of rigid bounding boxes.
• DeepDrug: A General Graph-Based Deep Learning Framework for Drug Relation Prediction
  10 Feb 2022 2 repositories listed
  Computational approaches for accurate predictions of drug-related interactions such as drug-drug interactions (DDIs) and drug-target interactions (DTIs) are highly demanding for biochemical researchers due to their…
• EntEval: A Holistic Evaluation Benchmark for Entity Representations
  31 Aug 2019 2 repositories listed
  Rich entity representations are useful for a wide class of problems involving entities.
• Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs
  4 Jun 2019 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  The recent proliferation of knowledge graphs (KGs) coupled with incomplete or partial information, in the form of missing relations (links) between entities, has fueled a lot of research on knowledge base completion…
• UniHDSA: A Unified Relation Prediction Approach for Hierarchical Document Structure Analysis
  20 Mar 2025 1 repository listed
  Document structure analysis, aka document layout analysis, is crucial for understanding both the physical layout and logical structure of documents, serving information retrieval, document summarization, knowledge…
• TRIX: A More Expressive Model for Zero-shot Domain Transfer in Knowledge Graphs
  26 Feb 2025 1 repository listed
  Fully inductive knowledge graph models can be trained on multiple domains and subsequently perform zero-shot knowledge graph completion (KGC) in new unseen domains.
• PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings
  31 Jan 2025 1 repository listed
  This is often done by allocating and learning embedding tables for all or a subset of the entities.
• From Primes to Paths: Enabling Fast Multi-Relational Graph Analysis
  17 Nov 2024 1 repository listed
  This enables a compact representation of a complete multi-relational graph using a single adjacency matrix, which, in turn, facilitates quick computation of multi-hop adjacency matrices.
• Replacing Paths with Connection-Biased Attention for Knowledge Graph Completion
  1 Oct 2024 1 repository listed
  Our approach uses a Transformer-based subgraph encoding module only; we introduce connection-biased attention and entity role embeddings into the subgraph encoding module to eliminate the need for an expensive and…
• Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering
  24 Sep 2024 1 repository listed
  While being one of the most popular question types, simple questions such as "Who is the author of Cinderella?
• Learning Rule-Induced Subgraph Representations for Inductive Relation Prediction
  9 Aug 2024 1 repository listed
  Specifically, we propose a \textit{single-source} initialization approach to initialize edge features only for the target link, which guarantees the relevance of mined rules and target link.
• OpenPSG: Open-set Panoptic Scene Graph Generation via Large Multimodal Models
  15 Jul 2024 1 repository listed
  In this paper, we focus on the task of open-set relation prediction integrated with a pretrained open-set panoptic segmentation model to achieve true open-set panoptic scene graph generation (OpenPSG).
• Towards Better Graph-based Cross-document Relation Extraction via Non-bridge Entity Enhancement and Prediction Debiasing
  24 Jun 2024 1 repository listed
  However, these studies ignore the non-bridge entities, each of which co-occurs with only one target entity and offers the semantic association between target entities for relation prediction.
• REACT: Real-time Efficiency and Accuracy Compromise for Tradeoffs in Scene Graph Generation
  25 May 2024 1 repository listed
  Our proposed solution, the REACT model, achieves the highest inference speed among existing SGG models, improving object detection accuracy without sacrificing relation prediction performance.
• Knowledge Graph Completion using Structural and Textual Embeddings
  24 Apr 2024 1 repository listed
  We demonstrate that our model achieves competitive results in the relation prediction task when evaluated on a widely used dataset.
• GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction
  18 Apr 2024 1 repository listed
  Information extraction (IE) is an important task in Natural Language Processing (NLP), involving the extraction of named entities and their relationships from unstructured text.
• Anchoring Path for Inductive Relation Prediction in Knowledge Graphs
  21 Dec 2023 1 repository listed
  To address this challenge, we propose Anchoring Path Sentence Transformer (APST) by introducing Anchoring Paths (APs) to alleviate the reliance of CPs.
• VLPrompt: Vision-Language Prompting for Panoptic Scene Graph Generation
  27 Nov 2023 1 repository listed
  Leveraging the recent progress in Large Language Models (LLMs), we propose to use language information to assist relation prediction, particularly for rare relations.
• KBioXLM: A Knowledge-anchored Biomedical Multilingual Pretrained Language Model
  20 Nov 2023 1 repository listed
  We achieve a biomedical multilingual corpus by incorporating three granularity knowledge alignments (entity, fact, and passage levels) into monolingual corpora.
• Extending Transductive Knowledge Graph Embedding Models for Inductive Logical Relational Inference
  7 Sep 2023 1 repository listed
  In this work, we bridge the gap between traditional transductive knowledge graph embedding approaches and more recent inductive relation prediction models by introducing a generalized form of harmonic extension which…
• Exploring Large Language Models for Knowledge Graph Completion
  26 Aug 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Knowledge graphs play a vital role in numerous artificial intelligence tasks, yet they frequently face the issue of incompleteness.

Syntology lines on 9 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.