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Poly-FEVER: A Multilingual Fact Verification Benchmark for Hallucination Detection in Large Language Models [PDF]

open access: yesarXiv
Hallucinations in generative AI, particularly in Large Language Models (LLMs), pose a significant challenge to the reliability of multilingual applications. Existing benchmarks for hallucination detection focus primarily on English and a few widely spoken languages, lacking the breadth to assess inconsistencies in model performance across diverse ...
arxiv  

Rethinking Loss Functions for Fact Verification [PDF]

open access: yesarXiv
We explore loss functions for fact verification in the FEVER shared task. While the cross-entropy loss is a standard objective for training verdict predictors, it fails to capture the heterogeneity among the FEVER verdict classes. In this paper, we develop two task-specific objectives tailored to FEVER.
arxiv  

Old vaccines, new usages, surprisingly effective in solving the century-old problem -Inactivated African Swine Fever Virus vaccine induces safe and efficient immune protection through mucosal immunity [PDF]

open access: yesarXiv
Background: African swine fever is among the most devastating viral diseases of pigs. Despite nearly a century of research, there is still no safe and effective vaccine available. The current situation is that either vaccines are safe but not effective, or they are effective but not safe.Findings: The ASF vaccine prepared using the inactivation method ...
arxiv  

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