LLM Performance Evaluation

LLMs Perform Poorly at Concept Extraction in Cyber-security Research Literature

Authors: Maxime Würsch, Andrei Kucharavy, Dimitri Percia David, Alain Mermoud | Published: 2023-12-12
LLM Performance Evaluation
Data Preprocessing
Knowledge Extraction Method
2023.12.12 2025.05.28
Literature Database

SmoothLLM: Defending Large Language Models Against Jailbreaking Attacks

Authors: Alexander Robey, Eric Wong, Hamed Hassani, George J. Pappas | Published: 2023-10-05 | Updated: 2024-06-11
LLM Performance Evaluation
Prompt Injection
Defense Method
2023.10.05 2025.05.28
Literature Database

Misusing Tools in Large Language Models With Visual Adversarial Examples

Authors: Xiaohan Fu, Zihan Wang, Shuheng Li, Rajesh K. Gupta, Niloofar Mireshghallah, Taylor Berg-Kirkpatrick, Earlence Fernandes | Published: 2023-10-04
LLM Performance Evaluation
Prompt Injection
Adversarial Example
2023.10.04 2025.05.28
Literature Database

Jailbreaker in Jail: Moving Target Defense for Large Language Models

Authors: Bocheng Chen, Advait Paliwal, Qiben Yan | Published: 2023-10-03
LLM Performance Evaluation
Prompt Injection
evaluation metrics
2023.10.03 2025.05.28
Literature Database

On the Safety of Open-Sourced Large Language Models: Does Alignment Really Prevent Them From Being Misused?

Authors: Hangfan Zhang, Zhimeng Guo, Huaisheng Zhu, Bochuan Cao, Lu Lin, Jinyuan Jia, Jinghui Chen, Dinghao Wu | Published: 2023-10-02
LLM Performance Evaluation
Prompt Injection
Classification of Malicious Actors
2023.10.02 2025.05.28
Literature Database

Watch Your Language: Investigating Content Moderation with Large Language Models

Authors: Deepak Kumar, Yousef AbuHashem, Zakir Durumeric | Published: 2023-09-25 | Updated: 2024-01-17
LLM Performance Evaluation
Prompt Injection
Inappropriate Content Generation
2023.09.25 2025.05.28
Literature Database

Can LLM-Generated Misinformation Be Detected?

Authors: Canyu Chen, Kai Shu | Published: 2023-09-25 | Updated: 2024-04-23
LLM Performance Evaluation
Prompt Injection
Inappropriate Content Generation
2023.09.25 2025.05.28
Literature Database

Recovering from Privacy-Preserving Masking with Large Language Models

Authors: Arpita Vats, Zhe Liu, Peng Su, Debjyoti Paul, Yingyi Ma, Yutong Pang, Zeeshan Ahmed, Ozlem Kalinli | Published: 2023-09-12 | Updated: 2023-12-14
LLM Performance Evaluation
Data Protection Method
Privacy Technique
2023.09.12 2025.05.28
Literature Database

Evaluating Superhuman Models with Consistency Checks

Authors: Lukas Fluri, Daniel Paleka, Florian Tramèr | Published: 2023-06-16 | Updated: 2023-10-19
LLM Performance Evaluation
Algorithm
Evaluation Method
2023.06.16 2025.05.28
Literature Database

Matching Pairs: Attributing Fine-Tuned Models to their Pre-Trained Large Language Models

Authors: Myles Foley, Ambrish Rawat, Taesung Lee, Yufang Hou, Gabriele Picco, Giulio Zizzo | Published: 2023-06-15
LLM Performance Evaluation
Algorithm
Prompt Injection
2023.06.15 2025.05.28
Literature Database
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