Search Results for author: Yanrui Du

Found 8 papers, 5 papers with code

MolTailor: Tailoring Chemical Molecular Representation to Specific Tasks via Text Prompts

1 code implementation21 Jan 2024 Haoqiang Guo, Sendong Zhao, Haochun Wang, Yanrui Du, Bing Qin

The agent accentuates task-relevant features in the molecular representation by understanding the natural language description of the task, just as a tailor customizes clothes for clients.

Drug Discovery Language Modelling +2

Analyzing the Inherent Response Tendency of LLMs: Real-World Instructions-Driven Jailbreak

no code implementations7 Dec 2023 Yanrui Du, Sendong Zhao, Ming Ma, Yuhan Chen, Bing Qin

The jailbreak idea of our method is "Inherent Response Tendency Analysis" which identifies real-world instructions that can inherently induce LLMs to generate affirmation responses and the corresponding jailbreak strategy is "Real-World Instructions-Driven Jailbreak" which involves strategically splicing real-world instructions identified through the above analysis around the malicious instruction.

Make Your Decision Convincing! A Unified Two-Stage Framework: Self-Attribution and Decision-Making

no code implementations20 Oct 2023 Yanrui Du, Sendong Zhao, Haochun Wang, Yuhan Chen, Rui Bai, Zewen Qiang, MuZhen Cai, Bing Qin

Through extensive experiments on five reasoning datasets from the ERASER benchmark, we demonstrate that our framework not only establishes a more reliable link between the generated rationale and model decision but also achieves competitive results in task performance and the quality of rationale.

Decision Making

From Artificially Real to Real: Leveraging Pseudo Data from Large Language Models for Low-Resource Molecule Discovery

1 code implementation11 Sep 2023 Yuhan Chen, Nuwa Xi, Yanrui Du, Haochun Wang, Jianyu Chen, Sendong Zhao, Bing Qin

Furthermore, our method shows a sustained improvement as the volume of pseudo data increases, revealing the great potential of pseudo data in advancing low-resource cross-modal molecule discovery.

Descriptive Domain Adaptation +2

Knowledge-tuning Large Language Models with Structured Medical Knowledge Bases for Reliable Response Generation in Chinese

1 code implementation8 Sep 2023 Haochun Wang, Sendong Zhao, Zewen Qiang, Zijian Li, Nuwa Xi, Yanrui Du, MuZhen Cai, Haoqiang Guo, Yuhan Chen, Haoming Xu, Bing Qin, Ting Liu

To address this challenge, we propose knowledge-tuning, which leverages structured medical knowledge bases for the LLMs to grasp domain knowledge efficiently and facilitate reliable response generation.

Domain Adaptation Hallucination +2

Don't Ignore Dual Logic Ability of LLMs while Privatizing: A Data-Intensive Analysis in Medical Domain

1 code implementation8 Sep 2023 Yanrui Du, Sendong Zhao, MuZhen Cai, Ming Ma, Danyang Zhao, Jiawei Cao, Bing Qin

We conduct several experiments to analyze the dual logic ability of LLMs by examining the consistency of the stance in responses to paired questions about the same fact.

Fact Checking Knowledge Graphs

Less Learn Shortcut: Analyzing and Mitigating Learning of Spurious Feature-Label Correlation

1 code implementation25 May 2022 Yanrui Du, Jing Yan, Yan Chen, Jing Liu, Sendong Zhao, Qiaoqiao She, Hua Wu, Haifeng Wang, Bing Qin

In this study, we focus on the spurious correlation between word features and labels that models learn from the biased data distribution of training data.

Natural Language Inference Sentiment Analysis

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