activity
20132023
most citedMeta-Path Guided Embedding for Similarity Search in Large-Scale Heterogeneous Information Networks

117 citations · 241 across the 11 of their papers we have counts for

collaborators

11 papers

cs.CV2023

Video Timeline Modeling For News Story Understanding

Meng Liu, Mingda Zhang, Jialu Liu +5

In this paper, we present a novel problem, namely video timeline modeling. Our objective is to create a video-associated timeline from a set of videos related to a specific topic,…

cs.IR2023★ 19 cited

Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting

Zhen Qin, Rolf Jagerman, Kai Hui +9

Ranking documents using Large Language Models (LLMs) by directly feeding the query and candidate documents into the prompt is an interesting and practical problem. However, researc…

cs.CL2023★ 1 cited

"Why is this misleading?": Detecting News Headline Hallucinations with Explanations

Jiaming Shen, Jialu Liu, Dan Finnie +3

Automatic headline generation enables users to comprehend ongoing news events promptly and has recently become an important task in web mining and natural language processing. With…

cs.CL2022

All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass

Jiaxin Huang, Tianqi Liu, Jialu Liu +3

Multi-Task Learning (MTL) models have shown their robustness, effectiveness, and efficiency for transferring learned knowledge across tasks. In real industrial applications such as…

cs.CL2021★ 23 cited

Multi-head or Single-head? An Empirical Comparison for Transformer Training

Liyuan Liu, Jialu Liu, Jiawei Han

Multi-head attention plays a crucial role in the recent success of Transformer models, which leads to consistent performance improvements over conventional attention in various app…

cs.CL2021★ 15 cited

NewsEmbed: Modeling News through Pre-trained Document Representations

Jialu Liu, Tianqi Liu, Cong Yu

Effectively modeling text-rich fresh content such as news articles at document-level is a challenging problem. To ensure a content-based model generalize well to a broad range of a…