Automatic Generation of Chinese Short Product Titles for Mobile Display
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Abstract (arXiv)
This paper studies the problem of automatically extracting a short title from a manually written longer description of E-commerce products for display on mobile devices. It is a new extractive summarization problem on short text inputs, for which we propose a feature-enriched network model, combining three different categories of features in parallel. Experimental results show that our framework significantly outperforms several baselines by a substantial gain of 4.5%. Moreover, we produce an extractive summarization dataset for E-commerce short texts and will release it to the research community.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Mar 2018.
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Citing papers per year: 2021: 2; 2022: 0; 2023: 4; 2024: 0; 2025: 1.
7 papers.
- 2023AI-Generated Content (AIGC): A Surveycited by 59
- 2021Probing Product Description Generation via Posterior Distillationcited by 15
- 2023InstructPTS: Instruction-Tuning LLMs for Product Title Summarizationcited by 9
- 2023EcomGPT-CT: Continual Pre-training of E-commerce Large Language Models with Semi-structured Datacited by 9
- 2025Qilin: A Multimodal Information Retrieval Dataset with APP-level User Sessionscited by 4
- 2023Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labelscited by 2
- 2021Unsupervised Meta Learning for One Shot Title Compression in Voice Commercecited by 0
- 2025Qilin: A Multimodal Information Retrieval Dataset with APP-level User Sessions1 Mar 2025
- 2023EcomGPT-CT: Continual Pre-training of E-commerce Large Language Models with Semi-structured Data25 Dec 2023
- 2023InstructPTS: Instruction-Tuning LLMs for Product Title Summarization25 Oct 2023
- 2023Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels5 Jul 2023
- 2023AI-Generated Content (AIGC): A Survey26 Mar 2023
- 2021Probing Product Description Generation via Posterior Distillation2 Mar 2021
- 2021Unsupervised Meta Learning for One Shot Title Compression in Voice Commerce22 Feb 2021