AliMe KG: Domain Knowledge Graph Construction and Application in E-commerce
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Abstract (arXiv)
Pre-sales customer service is of importance to E-commerce platforms as it contributes to optimizing customers' buying process. To better serve users, we propose AliMe KG, a domain knowledge graph in E-commerce that captures user problems, points of interests (POI), item information and relations thereof. It helps to understand user needs, answer pre-sales questions and generate explanation texts. We applied AliMe KG to several online business scenarios such as shopping guide, question answering over properties and recommendation reason generation, and gained positive results. In the paper, we systematically introduce how we construct domain knowledge graph from free text, and demonstrate its business value with several applications. Our experience shows that mining structured knowledge from free text in vertical domain is practicable, and can be of substantial value in industrial settings.
Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). First posted on arXiv 24 Sep 2020.
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Citing papers per year: 2021: 5; 2022: 3; 2023: 2; 2024: 3; 2025: 2; 2026: 1.
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- 2022SelfKG: Self-Supervised Entity Alignment in Knowledge Graphscited by 32
- 2022FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discoverycited by 23
- 2022Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graphcited by 13
- 2021Advances in Multi-turn Dialogue Comprehension: A Surveycited by 12
- 2025R1-RE: Cross-Domain Relation Extraction with RLVRcited by 11
- 2024ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questionscited by 10
- 2021AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commercecited by 8
- 2024Intention Knowledge Graph Construction for User Intention Relation Modelingcited by 6
- 2021A Self-supervised Method for Entity Alignmentcited by 2
- 2021K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answeringcited by 2
- 2023A Concept Knowledge Graph for User Next Intent Prediction at Alipaycited by 1
- 2023Pretrained Embeddings for E-commerce Machine Learning: When it Fails and Why?cited by 1
4 more
- 2021Advances in Multi-turn Dialogue Comprehension: A Surveycited by 0
- 2024A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphscited by 0
- 2025Towards Structured Knowledge: Advancing Triple Extraction from Regional Trade Agreements using Large Language Modelscited by 0
- 2026H2: A Dual Hybrid Semantic Data Lake Architecture for Medical Data Harmonization with Human-In-the-Loop verified, LLM Driven Metadata Annotation Systemcited by 0
- 2026H2: A Dual Hybrid Semantic Data Lake Architecture for Medical Data Harmonization with Human-In-the-Loop verified, LLM Driven Metadata Annotation System8 Aug 2026
- 2025Towards Structured Knowledge: Advancing Triple Extraction from Regional Trade Agreements using Large Language Models29 Sep 2025
- 2025R1-RE: Cross-Domain Relation Extraction with RLVR7 Jul 2025
- 2024Intention Knowledge Graph Construction for User Intention Relation Modeling16 Dec 2024
- 2024ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions1 Jul 2024
- 2024A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs11 Jun 2024
- 2023Pretrained Embeddings for E-commerce Machine Learning: When it Fails and Why?9 Apr 2023
- 2023A Concept Knowledge Graph for User Next Intent Prediction at Alipay2 Jan 2023
- 2022FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery15 Nov 2022
- 2022Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph30 Sep 2022
- 2022SelfKG: Self-Supervised Entity Alignment in Knowledge Graphs2 Mar 2022
- 2021Advances in Multi-turn Dialogue Comprehension: A Survey11 Oct 2021
4 more
- 2021K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering22 Sep 2021
- 2021AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce13 Sep 2021
- 2021A Self-supervised Method for Entity Alignment17 Jun 2021
- 2021Advances in Multi-turn Dialogue Comprehension: A Survey4 Mar 2021
- 2022SelfKG: Self-Supervised Entity Alignment in Knowledge Graphscited by 32
- 2022FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discoverycited by 23
- 2022Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graphcited by 13
- 2021Advances in Multi-turn Dialogue Comprehension: A Surveycited by 12
- 2025R1-RE: Cross-Domain Relation Extraction with RLVRcited by 11
- 2021AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commercecited by 8
- 2024Intention Knowledge Graph Construction for User Intention Relation Modelingcited by 6
- 2021A Self-supervised Method for Entity Alignmentcited by 2
- 2021K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answeringcited by 2
- 2023A Concept Knowledge Graph for User Next Intent Prediction at Alipaycited by 1
- 2023Pretrained Embeddings for E-commerce Machine Learning: When it Fails and Why?cited by 1
- 2021Advances in Multi-turn Dialogue Comprehension: A Surveycited by 0
12 most cited of 15 All 15 (JSON)
- 2026H2: A Dual Hybrid Semantic Data Lake Architecture for Medical Data Harmonization with Human-In-the-Loop verified, LLM Driven Metadata Annotation System8 Aug 2026
- 2025Towards Structured Knowledge: Advancing Triple Extraction from Regional Trade Agreements using Large Language Models29 Sep 2025
- 2025R1-RE: Cross-Domain Relation Extraction with RLVR7 Jul 2025
- 2024Intention Knowledge Graph Construction for User Intention Relation Modeling16 Dec 2024
- 2024A Survey on Recent Random Walk-based Methods for Embedding Knowledge Graphs11 Jun 2024
- 2023Pretrained Embeddings for E-commerce Machine Learning: When it Fails and Why?9 Apr 2023
- 2023A Concept Knowledge Graph for User Next Intent Prediction at Alipay2 Jan 2023
- 2022FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery15 Nov 2022
- 2022Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge Graph30 Sep 2022
- 2022SelfKG: Self-Supervised Entity Alignment in Knowledge Graphs2 Mar 2022
- 2021Advances in Multi-turn Dialogue Comprehension: A Survey11 Oct 2021
- 2021K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering22 Sep 2021
12 newest of 15 All 15 (JSON)