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Scalable Token-Level Hallucination Detection in Large Language Models

cs.CL · 2026-05-12 · unverdicted · novelty 6.0

TokenHD uses a scalable data synthesis engine and importance-weighted training to create token-level hallucination detectors that work on free-form text and scale from 0.6B to 8B parameters, outperforming larger reasoning models.

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  • Scalable Token-Level Hallucination Detection in Large Language Models cs.CL · 2026-05-12 · unverdicted · none · ref 5

    TokenHD uses a scalable data synthesis engine and importance-weighted training to create token-level hallucination detectors that work on free-form text and scale from 0.6B to 8B parameters, outperforming larger reasoning models.