Research map / Graph learning / Knowledge and temporal graphs
Neural Knowledge Acquisition via Mutual Attention Between Knowledge Graph and Text
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| joint training with KG model (Prob-TransD) and knowledge-based attention | CNN relation extractor · NYT-FB60K | P@N mean: 61.5 -> 71.0 | Helped |
| joint learning with KG (ablation) | CNN+ONE · NYT-FB60K | P@N mean: 56.4 -> 62.6 | Helped |
| replace sentence-level attention with knowledge-based attention (ablation) | JointD · NYT-FB60K | P@N mean: 67.7 -> 71.0 | Helped |
| use Prob-TransD instead of Prob-TransE as KG model (ablation) | Joint+KATT · NYT-FB60K | P@N mean: 68.9 -> 71.0 | Helped |
| joint learning with text via semantics-based attention (ablation) | Prob-TransE · FB15K | Hits@10: 76.6 -> 79.3 | Helped |
| joint learning with text via semantics-based attention (ablation) | Prob-TransD · FB15K | Hits@10: 78.2 -> 80.4 | Helped |
| JointD+SATT vs dependency-parsing joint model | KGC · FB15K-237 | Hits@10: 61.1 -> 69.9 | Helped |
Closest papers by meaning
- Select and Augment: Enhanced Dense Retrieval Knowledge Graph Augmentation (Abstract Reprint) (AAAI 2024 · similarity 0.87)
- KGGen: Extracting Knowledge Graphs from Plain Text with Language Models (NeurIPS 2025 · similarity 0.86)
- Knowledge Graph Completion with Relation-Aware Anchor Enhancement (AAAI 2025 · similarity 0.86)
- Replacing Paths with Connection-Biased Attention for Knowledge Graph Completion (AAAI 2025 · similarity 0.85)
- KGCRR: An Effective Metric-Driven Knowledge Graph Completion Framework by Designing a Novel Upper Bound Function with Adaptive Approximation to Reciprocal Rank (AAAI 2025 · similarity 0.85)
- Mixed Geometry Message and Trainable Convolutional Attention Network for Knowledge Graph Completion (AAAI 2024 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.