Large language model based long-tail query rewriting in taobao search

W Peng, G Li, Y Jiang, Z Wang, D Ou, X Zeng… - … Proceedings of the …, 2024 - dl.acm.org
In the realm of e-commerce search, the significance of semantic matching cannot be
overstated, as it directly impacts both user experience and company revenue. Along this …

Query understanding in the age of large language models

A Anand, A Anand, V Setty - arXiv preprint arXiv:2306.16004, 2023 - arxiv.org
Querying, conversing, and controlling search and information-seeking interfaces using
natural language are fast becoming ubiquitous with the rise and adoption of large-language …

Context aware query rewriting for text rankers using llm

A Anand, V Setty, A Anand - arXiv preprint arXiv:2308.16753, 2023 - arxiv.org
Query rewriting refers to an established family of approaches that are applied to
underspecified and ambiguous queries to overcome the vocabulary mismatch problem in …

Shopping mmlu: A massive multi-task online shopping benchmark for large language models

Y Jin, Z Li, C Zhang, T Cao, Y Gao, P Jayarao… - arXiv preprint arXiv …, 2024 - arxiv.org
Online shopping is a complex multi-task, few-shot learning problem with a wide and
evolving range of entities, relations, and tasks. However, existing models and benchmarks …

Graph Meets LLM: A Novel Approach to Collaborative Filtering for Robust Conversational Understanding

Z Chen, Z Jiang, F Yang, E Cho, X Fan… - arXiv preprint arXiv …, 2023 - arxiv.org
Conversational AI systems such as Alexa need to understand defective queries to ensure
robust conversational understanding and reduce user friction. These defective queries often …

Rethinking the Role of Pre-ranking in Large-scale E-Commerce Searching System

Z Zhang, Y Huang, D Ou, S Li, L Li, Q Liu… - arXiv preprint arXiv …, 2023 - arxiv.org
E-commerce search systems such as Taobao Search, the largest e-commerce searching
system in China, aim at providing users with the most preferred items (eg, products). Due to …

Text Matching Indexers in Taobao Search

S Li, F Lv, R Zhang, D Ou, Z Zhang… - Proceedings of the 30th …, 2024 - dl.acm.org
Product search is an important service on Taobao, the largest e-commerce platform in
China. Through this service, users can easily find products relevant to their specific needs …

Tpdr: A novel two-step transformer-based product and class description match and retrieval method

W Cunha, C França, L Rocha… - arXiv preprint arXiv …, 2023 - arxiv.org
There is a niche of companies responsible for intermediating the purchase of large batches
of varied products for other companies, for which the main challenge is to perform product …

Data augmented large language models for medical record generation

X Zhang, G Zhao, Y Ren, W Wang, W Cai, Y Zhao… - Applied …, 2025 - Springer
Writing various medical records takes significant daily workload for physicians. Generative
AI technique has the advantage in tasks of data-to-text generation and text summarization …

Embedding Based Deduplication in E-commerce AutoComplete

S Zhai, Y Chen, Y Li - Proceedings of the 47th International ACM SIGIR …, 2024 - dl.acm.org
Query AutoComplete (QAC) is an important feature in e-commerce search engines, aimed at
enhancing user experience by offering relevant query suggestions. However, these …