Papers with analytical approach
ALPACA AGAINST VICUNA: Using LLMs to Uncover Memorization of LLMs (2025.naacl-long)
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Aly M. Kassem, Omar Mahmoud, Niloofar Mireshghallah, Hyunwoo Kim, Yulia Tsvetkov, Yejin Choi, Sherif Saad, Santu Rana
| Challenge: | Existing studies have shown that pre-trained LLMs emit training data up to 150 more often than in regular operation. |
| Approach: | They propose a black-box prompt optimization method where an attacker LLM agent uncovers higher levels of memorization in a victim agent . |
| Outcome: | The proposed method shows 23.7% more overlap with training data compared to state-of-the-art baselines. |
A Study of Distant Viewing of ukiyo-e prints (2022.lrec-1)
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| Challenge: | ukiyo-e landscape prints feature diverse place-names, both man-made and natural formations. |
| Approach: | They propose to use a Japanese BERT-based Name Entity Recogniser to analyze a visual dataset that is hosted by the Art Research Center at the Ritsumeikan University, Kyoto. |
| Outcome: | The proposed approach improves the work by fine-tuning and applying a Japanese BERT-based Name Entity Recogniser to a visual dataset hosted by the Art Research Center at the Ritsumeikan University, Kyoto. |