List-aware reranking-truncation joint model for search and retrieval-augmented generation

S Xu, L Pang, J Xu, H Shen, X Cheng - Proceedings of the ACM on Web …, 2024 - dl.acm.org
The results of information retrieval (IR) are usually presented in the form of a ranking list of
candidate documents, such as web search for humans and retrieval-augmented generation …

Legal Case Retrieval: A Survey of the State of the Art

Y Feng, C Li, V Ng - Proceedings of the 62nd Annual Meeting of …, 2024 - aclanthology.org
Recent years have seen increasing attention on Legal Case Retrieval (LCR), a key task in
the area of Legal AI that concerns the retrieval of cases from a large legal database of …

Ranked List Truncation for Large Language Model-based Re-Ranking

C Meng, N Arabzadeh, A Askari, M Aliannejadi… - Proceedings of the 47th …, 2024 - dl.acm.org
We study ranked list truncation (RLT) from a novel retrieve-then-re-rank perspective, where
we optimize re-ranking by truncating the retrieved list (ie, trim re-ranking candidates). RLT is …

Unsupervised legal evidence retrieval via contrastive learning with approximate aggregated positive

F Yao, J Zhang, Y Zhang, X Liu, C Sun, Y Liu… - Proceedings of the …, 2023 - ojs.aaai.org
Verifying the facts alleged by the prosecutors before the trial requires the judges to retrieve
evidence within the massive materials accompanied. Existing Legal AI applications often …

Prompt-based effective input reformulation for legal case retrieval

Y Tang, R Qiu, X Li - Australasian Database Conference, 2023 - Springer
Legal case retrieval plays an important role for legal practitioners to effectively retrieve
relevant cases given a query case. Most existing neural legal case retrieval models directly …

Caselink: Inductive graph learning for legal case retrieval

Y Tang, R Qiu, H Yin, X Li, Z Huang - Proceedings of the 47th …, 2024 - dl.acm.org
In case law, the precedents are the relevant cases that are used to support the decisions
made by the judges and the opinions of lawyers towards a given case. This relevance is …

CaseGNN: Graph Neural Networks for Legal Case Retrieval with Text-Attributed Graphs

Y Tang, R Qiu, Y Liu, X Li, Z Huang - European Conference on Information …, 2024 - Springer
Legal case retrieval is an information retrieval task in the legal domain, which aims to
retrieve relevant cases with a given query case. Recent research of legal case retrieval …

Closer: conversational legal longformer with expertise-aware passage response ranker for long contexts

A Askari, M Aliannejadi, A Abolghasemi… - Proceedings of the …, 2023 - dl.acm.org
In this paper, we investigate the task of response ranking in conversational legal search. We
propose a novel method for conversational passage response retrieval (ConvPR) for long …

Relevance filtering for embedding-based retrieval

N Rossi, J Lin, F Liu, Z Yang, T Lee… - Proceedings of the 33rd …, 2024 - dl.acm.org
In embedding-based retrieval, Approximate Nearest Neighbor (ANN) search enables
efficient retrieval of similar items from large-scale datasets. While maximizing recall of …

Top-Personalized-K Recommendation

W Kweon, SK Kang, S Jang, H Yu - Proceedings of the ACM on Web …, 2024 - dl.acm.org
The conventional top-K recommendation, which presents the top-K items with the highest
ranking scores, is a common practice for generating personalized ranking lists. However, is …