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· arXiv 2505.15784

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cs.CL 1

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2026 1

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UNVERDICTED 1

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Truth as a Compression Artifact in Language Model Training

cs.CL · 2026-03-12 · unverdicted · novelty 6.0

Controlled experiments show language models extract correct answers from contradictory data only when errors are structurally incoherent, supporting the hypothesis that gradient descent selects the most compressible answer cluster.

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  • Truth as a Compression Artifact in Language Model Training cs.CL · 2026-03-12 · unverdicted · none · ref 10

    Controlled experiments show language models extract correct answers from contradictory data only when errors are structurally incoherent, supporting the hypothesis that gradient descent selects the most compressible answer cluster.