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Knowledge Graphs

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하위 태스크: 5
평가표: 4
보존된 평가 기록: 19

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/adaruna3/continual-kge

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Continual Learning of Knowledge Graph Embeddings

https://github.com/adlnlp/re-temp

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Re-Temp: Relation-Aware Temporal Representation Learning for Temporal Knowledge Graph Completion

https://github.com/aggregate-intellect/xir

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Towards Improving the Explainability of Text-based Information Retrieval with Knowledge Graphs

https://github.com/agnesion/zero-shot-nlg-from-kgs-data

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Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge Graphs

https://github.com/aika-wsd/KGPA

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KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge Graphs

https://github.com/aistairc/RDF-star2Vec

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RDF-star2Vec: RDF-star Graph Embeddings for Data Mining

https://github.com/aistairc/VDAct

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A Video-grounded Dialogue Dataset and Metric for Event-driven Activities

https://github.com/aistairc/kgrc-rdf-star

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RDF-star2Vec: RDF-star Graph Embeddings for Data Mining

https://github.com/aistairc/vhakg-tools

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VHAKG: A Multi-modal Knowledge Graph Based on Synchronized Multi-view Videos of Daily Activities

https://github.com/aistairc/virtualhome2kg

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Synthesizing Event-centric Knowledge Graphs of Daily Activities Using Virtual Space

https://github.com/aistairc/virtualhome_aist

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VHAKG: A Multi-modal Knowledge Graph Based on Synchronized Multi-view Videos of Daily Activities

https://github.com/ajesujoba/UNIQORN

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UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language Text

https://github.com/akalino/semantic-structural-sentences

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A Comparative Study on Structural and Semantic Properties of Sentence Embeddings

https://github.com/akirato/llm-kg-reasoning

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Complex Logical Reasoning over Knowledge Graphs using Large Language Models

https://github.com/akirato/perm-gaussiankg

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Probabilistic Entity Representation Model for Reasoning over Knowledge Graphs

https://github.com/aksw/ai-tomorrow-2023-kg-chatgpt-experiments

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LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPT

https://github.com/aksw/llm-kg-bench

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Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering

https://github.com/aksw/llm-kg-bench-results

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Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering

https://github.com/aksw/lms4text2sparql

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Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistance

https://github.com/alejgh/wikidata-edithist-refinement

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Leveraging Wikidata's edit history in knowledge graph refinement tasks

https://github.com/aleksvap/expressive

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ExpressivE: A Spatio-Functional Embedding For Knowledge Graph Completion

https://github.com/alexanderimanicowenrivers/Neural-Variational-Knowledge-Graphs

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Neural Variational Inference For Estimating Uncertainty in Knowledge Graph Embeddings

https://github.com/alexmotogna/generatorapi

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Interleaving GANs with knowledge graphs to support design creativity for book covers

https://github.com/alexrenz/NuPS

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NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter Access

https://github.com/alibaba/EasyNLP

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DKPLM: Decomposable Knowledge-enhanced Pre-trained Language Model for Natural Language Understanding

https://github.com/alipay/KnowledgeGraphEmbeddingsViaPairedRelationVectors_PairRE

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PairRE: Knowledge Graph Embeddings via Paired Relation Vectors

https://github.com/alirezazareian/gbnet

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Bridging Knowledge Graphs to Generate Scene Graphs

https://github.com/alishiba14/NCA-OSM-to-KGs

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Towards Neural Schema Alignment for OpenStreetMap and Knowledge Graphs

https://github.com/allenai/PathNet

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Exploiting Explicit Paths for Multi-hop Reading Comprehension

https://github.com/allenai/comet-atomic-2020

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COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge Graphs

https://github.com/allenai/rainbow

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UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask Benchmark

https://github.com/allenai/semantic_fragments

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What Does My QA Model Know? Devising Controlled Probes using Expert Knowledge

https://github.com/amal-gader/genic

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GenIC: An LLM-Based Framework for Instance Completion in Knowledge Graphs

https://github.com/amayuelas/NNKGReasoning

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Neural Methods for Logical Reasoning Over Knowledge Graphs

https://github.com/amazon-research/hyperbolic-embeddings

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Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs

https://github.com/amazon-research/wikiwiki-dataset

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Instilling Type Knowledge in Language Models via Multi-Task QA

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