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20232026
most citedTrustLLM: Trustworthiness in Large Language Models

54 citations · 79 across the 14 of their papers we have counts for

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7 papers · 1 filter

cs.CL2025

Adaptive Distraction: Probing LLM Contextual Robustness with Automated Tree Search

Yanbo Wang, Zixiang Xu, Yue Huang +6

Large Language Models (LLMs) often struggle to maintain their original performance when faced with semantically coherent but task-irrelevant contextual information. Although prior…

cs.CL2024★ 1 cited

1+1>2: Can Large Language Models Serve as Cross-Lingual Knowledge Aggregators?

Yue Huang, Chenrui Fan, Yuan Li +4

Large Language Models (LLMs) have garnered significant attention due to their remarkable ability to process information across various languages. Despite their capabilities, they e…

cs.CL2024

DataGen: Unified Synthetic Dataset Generation via Large Language Models

Yue Huang, Siyuan Wu, Chujie Gao +8

Large Language Models (LLMs) such as GPT-4 and Llama3 have significantly impacted various fields by enabling high-quality synthetic data generation and reducing dependence on expen…

cs.CL2024

HonestLLM: Toward an Honest and Helpful Large Language Model

Chujie Gao, Siyuan Wu, Yue Huang +6

Large Language Models (LLMs) have achieved remarkable success across various industries due to their exceptional generative capabilities. However, for safe and effective real-world…

cs.CL2024

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries

Wei Zhao, Zhitao Hou, Siyuan Wu +6

Writing formulas on spreadsheets, such as Microsoft Excel and Google Sheets, is a widespread practice among users performing data analysis. However, crafting formulas on spreadshee…

cs.CL2024★ 1 cited

I Think, Therefore I am: Benchmarking Awareness of Large Language Models Using AwareBench

Yuan Li, Yue Huang, Yuli Lin +3

Do large language models (LLMs) exhibit any forms of awareness similar to humans? In this paper, we introduce AwareBench, a benchmark designed to evaluate awareness in LLMs. Drawin…

cs.CL2024★ 54 cited

TrustLLM: Trustworthiness in Large Language Models

Yue Huang, Lichao Sun, Haoran Wang +67

Large language models (LLMs), exemplified by ChatGPT, have gained considerable attention for their excellent natural language processing capabilities. Nonetheless, these LLMs prese…