Evidence map›Paper›PMID 42602375›Full record

ArticleFrontiers in psychology2026

Peirce's revenge on the Chinese Room.

Evgeny V Loginov, Vadim V Vasilyev, Anton V Kuznetsov, Dmitry B Volkov, Artem P Besedin, Andrew V Mertsalov

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Evgeny V LoginovFaculty of Philosophy, Lomonosov Moscow State University, Moscow, Russia.
Vadim V VasilyevFaculty of Philosophy, Lomonosov Moscow State University, Moscow, Russia.
Anton V KuznetsovFaculty of Philosophy, Lomonosov Moscow State University, Moscow, Russia.
Dmitry B VolkovThe International Center for Consciousness Studies, Messina, Italy.
Artem P BesedinFaculty of Philosophy, Lomonosov Moscow State University, Moscow, Russia.
Andrew V MertsalovFaculty of Philosophy, Lomonosov Moscow State University, Moscow, Russia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Since its publication in 1980, John Searle's Chinese Room argument has remained one of the central objections to computational theories of mind and machine understanding. In this paper, we argue that the force of the Chinese Room depends on an implausibly impoverished conception of linguistic interaction: namely, the assumption that a system capable of sustaining unrestricted Turing-level communication could nevertheless remain completely isolated from the pragmatic dimensions of language. Using a Peircean distinction between icons, indices, and symbols, we show that ordinary linguistic interaction involves iconic, indexical, temporal, rule-governed, and pragmatically embedded communicative practices that Searle cannot fully allow inside the Chinese Room without either permitting at least partial semantic understanding or artificially restricting the scope of the test. We then generalize this dilemma beyond classical symbolic AI by introducing the Chinese Token-Training Room, a philosophical analog of recent "stochastic parrot" objections to large language models. We argue that such objections must either restrict the system in ways that make unrestricted linguistic competence doubtful, or allow forms of pragmatic embedding that weaken the intuition of total semantic opacity. We conclude that neither the original Chinese Room nor its token-training analog establishes that functional or computational organization is in principle insufficient for conscious semantic understanding; rather, they show at most that radically impoverished forms of isolated symbol or token manipulation are insufficient.

Indexed as

Chinese Roomlarge language modelslinguistic understandingPeirceSearle

Identifiers

PMID42602375
PMCPMC13473821

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