LLMs lack credibility partially because they aren’t the same LLM that made a mistake when you open up a new session. Without continual learning, an entity cannot make promises.
If you are inspired by this idea, you can reach out to the authors for collaboration or cite it:
@misc{holtzman-llm-credibility-2026,
author = {Holtzman, Ari},
title = {LLM Credibility},
year = {2026},
url = {https://hypogenic.ai/ideahub/idea/Lv7uOKeDp5a6MS5qfFNU}
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