r/MachineLearning · · 1 min read

Verbosity is not faithfulness: an architectural argument that reasoning models cannot perform faithful inference [D]

Mirrored from r/MachineLearning for archival readability. Support the source by reading on the original site.

Essay argues that reasoning models cannot perform faithful inference because their reasoning trace and final answer come from the same operation. Engages with Lanham/Turpin/Mirzadeh in empirical critique, and with HRM, TRM, GRAM, AlphaProof, and Kona/Aleph as the contrasting architectural lineage.

Curious what this subreddit makes of the constraint-vs-influence framing.

https://mauhaq.substack.com/p/verbosity-is-not-faithfulness

submitted by /u/Sensitive_Air_5745
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