TL;DR
A natural way to decrease hallucinations is every time the authors have new pairs on which to train, they should also again train on the pairs corresponding to well-established facts and rules.
When someone famous, such as actress Hayden Panettiere, dies, many seem to immediately focus on what caused their death. We seem to feel that it is our right to know the reason for everyone's death. When the person had a history of addiction, most will default to the belief that the person died from drug or alcohol use...
This work proposes a method to rank feed-forward neurons at the final prompt token using a custom neuron selection dataset, and transfers the selected neuron identities to train hallucination classifiers on other factual question answering datasets.
This work proposes a five-step diagnostic protocol covering feature correlation, bootstrap stability, sparse versus dense ranking disagreement, intervention baselines, and cross-dataset evaluation as a minimum standard for sparse-neuron localization claims, and investigates prior work using the proposed approach.
Clinical observations have supplemented findings by Braak and colleagues demonstrating that, like impaired sense of smell, olfactory bulb involvement by Lewy pathology is a common early feature in Parkinson disease.
This paper clarifies the above three aspects and how they work together to form a closed-loop hallucination cycle, starting with user feedback as a departure point, moving to the next step of turning error-correction signals into training instances at the data tier, and lastly to internalising the ability of veracity d...
This work introduces a two-stage keyword-perturbation method for hallucination detection and extends the same probabilistic framework to four hallucination regimes: knowledge deficit, wrong knowledge, context distraction, and unstable inference.
We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.
