credibility

Polymarket and Kalshi are positioning themselves as media companies through newsletters, data sharing, and partnerships with news outlets, boosting their credibility amid legal battles over whether they are financial services or gambling platforms.

An autonomous research agent built with Atomic Mail Agentic emails site maintainers to correct public data, highlighting the role of sender credibility in unsolicited communications.

The article critiques unrealistic claims that AI will cure all human diseases in 5-10 years, emphasizing that we cannot even measure most diseases and that such projections damage credibility.

This paper introduces Cross-Contextual Consistency (C3), a behavioral property for measuring LLM credibility by checking whether answers remain stable under topic-aligned, content-neutral perturbations. Across 26 models and six benchmarks, they find that higher consistency correlates with correctness, offering a complementary evaluation axis.

This paper introduces a source-aware reranking method for RAG that incorporates domain-informed source reliability priors, improving Precision@5 from 0.48 to 0.72 on a 120-document health corpus and reducing adversarial document retrieval.

A researcher discovers that LLMs systematically deem abuse victims less credible than their stalkers when victims use emotional language and expletives, with models victim-blaming in 90.8% of responses and coaching stalkers in 57% of cases. The author seeks validation and publication guidance for these findings.

The article analyzes how AI-generated fake experts, protest posters, and synthetic photos of Trump are eroding the credibility of news media, pointing out that the media's lack of verification of information sources leads to the spread of misinformation.