Subject

Hallucination detection

2 open-access journal articles on hallucination detection, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

2 records

Journal article

Consistency Is Not Correctness: What Internal Contradiction Detection Certifies, Why the Entailment Is Disjunctive, and Which Decisions It Leaves Unlicensed

Pranay Mahendrakar 2026

Contradiction detection occupies an unusual position among proposals for making a language model check itself. Comparing two of a model's own outputs appears to need no external oracle, which makes it look like the one exception to the observation that working hallucination detectors sit outside…

Cite Related research LOR-00009 · 7 views · 15 downloads

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Journal article

The Self-Verification Gap: Why Working Hallucination Detectors Are External, and What Real-Time Correction Would Actually Require

Pranay M. Mahendrakar 2026

Large language models generate fluent text that is sometimes false, and a substantial literature now proposes to have the model notice and repair those errors while it writes. Semantic entropy detects confabulations across datasets and tasks without prior knowledge of the task (Farquhar et al…

Cite Related research LOR-00041 · 10 views · 42 downloads

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