Bridging language and items for retrieval and recommendation

Y Hou, J Li, Z He, A Yan, X Chen, J McAuley - arXiv preprint arXiv …, 2024 - arxiv.org
This paper introduces BLaIR, a series of pretrained sentence embedding models
specialized for recommendation scenarios. BLaIR is trained to learn correlations between …

Leveraging Event Schema to Ask Clarifying Questions for Conversational Legal Case Retrieval

B Liu, Y Hu, Q Ai, Y Liu, Y Wu, C Li… - Proceedings of the 32nd …, 2023 - dl.acm.org
Legal case retrieval is a special IR task aiming to retrieve supporting cases for a given query
case. Existing works have shown that conversational search paradigm can improve users' …

MUSER: A Multi-View Similar Case Retrieval Dataset

Q Li, Y Hu, F Yao, C Xiao, Z Liu, M Sun… - Proceedings of the 32nd …, 2023 - dl.acm.org
Similar case retrieval (SCR) is a representative legal AI application that plays a pivotal role
in promoting judicial fairness. However, existing SCR datasets only focus on the fact …

LEEC: A Legal Element Extraction Dataset with an Extensive Domain-Specific Label System

X Zongyue, L Huanghai, H Yiran, K Kangle… - arXiv preprint arXiv …, 2023 - arxiv.org
As a pivotal task in natural language processing, element extraction has gained significance
in the legal domain. Extracting legal elements from judicial documents helps enhance …

Determining Legal Relevance with LLMs using Relevance Chain Prompting

O Bilgin, J Licato - The International FLAIRS Conference …, 2024 - journals.flvc.org
In legal reasoning, part of determining whether evidence should be admissible in court
requires assessing its relevance to the case, often formalized as its probative value---the …