SYNTHESIS NOTE
Topics›Linguistics, NLP, NLU›this note

Do LLMs gain true linguistic agency through integration?

Explores whether LLMs can develop genuine linguistic agency—the capacity to be embodied, stake-bearing participants in meaning-making—as they become embedded in human language practices, or whether this requires fundamental architectural changes.

Synthesis note · 2026-02-21 · sourced from Linguistics, NLP, NLU

Two theoretical frameworks reach apparently contradictory conclusions about LLM language use. The Understanding AI (Schneider 2024) view: LLM social grounding increases gradually as LLMs are integrated into linguistic practices — analogous to children acquiring language community membership through participation. The more LLMs function as communicative partners, the more elementary social grounding they acquire. The enactive view ("Large Models of What?" 2024): linguistic agency requires embodiment, participation, and precariousness — properties "likely incompatible in principle with current architectures." The absence is categorical.

The apparent contradiction dissolves when the two views are recognized as naming different properties:

Social grounding (Schneider): a functional-social property acquired through participation in language games (Wittgenstein). It is relational — a matter of how the LLM is positioned in discourse practices by the communities that use it. This can increase through integration because the positioning changes even if the LLM does not.

Linguistic agency (enactive view): a constitutive property requiring the agent to be embedded in a world through a body, to have stakes in communicative outcomes (precariousness), and to participate in meaning-making as a reciprocal process. This cannot increase through integration because integration changes how others relate to the LLM, not whether the LLM has a body or precarious existence.

Both can be simultaneously true: LLMs acquire more social grounding as they are integrated AND remain categorically non-linguistic-agents in the enactive sense. The first is a claim about community practices; the second is a claim about constitutive architecture.

Since Does semantic grounding in language models come in degrees?, this distinction maps onto the grounding taxonomy: social grounding is the dimension that increases through use; enactive linguistic agency is the dimension that requires architectural change no amount of use can provide.

Inquiring lines that read this note 37

This note is a source for these research framings, grouped by the broader line of inquiry each explores. Scan the bold lines of inquiry; follow any specific question forward.

What conversation mechanics enable genuine human-AI communicative participation? How does AI writing assistance affect reader perception of writer authenticity? What distinguishes genuine understanding from correct linguistic performance? Do language models genuinely understand or primarily match statistical patterns? What constraints limit conversational AI's effectiveness in therapeutic contexts? How can we determine if computational systems are genuinely conscious? How can we distinguish genuine model self-knowledge from behavioral performance? Do language models learn underlying linguistic structure or merely surface patterns? What explains the gap between LLM semantic understanding and production? Can persona prompting reliably change how language models behave? Can language models develop genuine communicative grounding with humans? Why doesn't LLM knowledge translate to improved reasoning outputs? How does explicit structure improve LLM reasoning on complex tasks? How do dialogue structure and state management affect multi-turn reasoning quality?

Related concepts in this collection 3

This note in its neighbourhood — explore the map, then jump to a related concept in the list below.

Concept map
12 direct connections · 98 in 2-hop network ·medium cluster Open in graph ↗

Click a node to walk · click center to open · click Open in graph to see this note in the full knowledge graph

your link semantically near linked from elsewhere

Related papers in this collection 8

Papers most semantically related to this note, ranked by cosine similarity in the embedding space.

Original note title

social grounding and linguistic agency are distinct properties — llms acquire more of the former through integration while categorically lacking the latter