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20232026
most citedLarge Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey

23 citations · 54 across the 12 of their papers we have counts for

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8 papers · 1 filter

cs.CL2026

Amory: Building Coherent Narrative-Driven Agent Memory through Agentic Reasoning

Yue Zhou, Xiaobo Guo, Belhassen Bayar +1

Long-term conversational agents face a fundamental scalability challenge as interactions extend over time: repeatedly processing entire conversation histories becomes computational…

cs.CL2024★ 1 cited

HR-Agent: A Task-Oriented Dialogue (TOD) LLM Agent Tailored for HR Applications

Weijie Xu, Jay Desai, Fanyou Wu +2

Recent LLM (Large Language Models) advancements benefit many fields such as education and finance, but HR has hundreds of repetitive processes, such as access requests, medical cla…

cs.CL2024

Synthesizing Conversations from Unlabeled Documents using Automatic Response Segmentation

Fanyou Wu, Weijie Xu, Chandan K. Reddy +1

In this study, we tackle the challenge of inadequate and costly training data that has hindered the development of conversational question answering (ConvQA) systems. Enterprises h…

cs.CL2024★ 23 cited

Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey

Xi Fang, Weijie Xu, Fiona Anting Tan +7

Recent breakthroughs in large language modeling have facilitated rigorous exploration of their application in diverse tasks related to tabular data modeling, such as prediction, ta…

cs.CL2024★ 1 cited

HR-MultiWOZ: A Task Oriented Dialogue (TOD) Dataset for HR LLM Agent

Weijie Xu, Zicheng Huang, Wenxiang Hu +5

Recent advancements in Large Language Models (LLMs) have been reshaping Natural Language Processing (NLP) task in several domains. Their use in the field of Human Resources (HR) ha…

cs.CL2023

Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation

Yixin Wan, Fanyou Wu, Weijie Xu +1

In this work, we propose sequence-level certainty as a common theme over hallucination in Knowledge Grounded Dialogue Generation (KGDG). We explore the correlation between the leve…

cs.CL2023★ 19 cited

DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM

Weijie Xu, Wenxiang Hu, Fanyou Wu +1

In the burgeoning field of natural language processing (NLP), Neural Topic Models (NTMs) , Large Language Models (LLMs) and Diffusion model have emerged as areas of significant res…

cs.CL2023

S2vNTM: Semi-supervised vMF Neural Topic Modeling

Weijie Xu, Jay Desai, Srinivasan Sengamedu +2

Language model based methods are powerful techniques for text classification. However, the models have several shortcomings. (1) It is difficult to integrate human knowledge such a…