Are Large Language Models obsolete? And are multimodal solutions inappropriate?

preprint OA: closed CC-BY-4.0

Abstract

This brief commentary proposes a novel AI design paradigm inspired by an evolutionary theory of language and a dialogical cognitive model. Unlike traditional multimodal models, our approach integrates multimodality at the core of the design process, moving beyond the primary reliance on large language models (LLMs). Drawing from cognitive neuroscience, we propose an asymmetric, dual-network architecture where each network processes distinct modalities – LLMs and gestural language – translating inputs from one to the other. This design aims to enhance creativity and error tolerance in AI systems. We discuss the theoretical foundations, potential advantages, and future research directions of this approach.
Full text 621 characters · extracted from oa-doi-fallback · click to expand
There is a newer version available for this {{ publicationType }}. View latest version {{ publication.field_name }} {{ publication.subfield_name }} Copyright: © {{ publicationYear }} {{ publication.presentation_authors[0].full_name + (publication.presentation_authors.length > 1 ? ' et al' : '') }}. This is an open access publication distributed under the terms of the CC BY 4.0 License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Check the {{ publicationType | capitalize }} Source for copyright and license information. Listen on

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: oa-doi-fallback

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2024) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00
unpaywall
last seen: 2026-05-28T02:00:01.590549+00:00
License: CC-BY-4.0