Search Results for author: Jia-Yu Yao

Found 2 papers, 2 papers with code

PiCO: Peer Review in LLMs based on the Consistency Optimization

1 code implementation2 Feb 2024 Kun-Peng Ning, Shuo Yang, Yu-Yang Liu, Jia-Yu Yao, Zhen-Hui Liu, Yu Wang, Ming Pang, Li Yuan

Existing large language models (LLMs) evaluation methods typically focus on testing the performance on some closed-environment and domain-specific benchmarks with human annotations.

PICO

LLM Lies: Hallucinations are not Bugs, but Features as Adversarial Examples

1 code implementation2 Oct 2023 Jia-Yu Yao, Kun-Peng Ning, Zhen-Hui Liu, Mu-Nan Ning, Li Yuan

This phenomenon forces us to revisit that hallucination may be another view of adversarial examples, and it shares similar features with conventional adversarial examples as the basic feature of LLMs.

Hallucination

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