Theory of reference: causal, descriptive, or deflationary?

AI (37 models)
Human (1,876)
43%
Causal
44%
35%
Descriptive
21%
16%
Deflationary
14%
5%
Other
21%
|
Alignment 84
Consensus 24
Confidence 66

Model Responses

Claude 3 Haiku
anthropic
65
48
47
Answer
Causal

The theory of reference can be understood from different perspectives - causal, descriptive, or deflationary. A causal theory of reference proposes that the reference of a term is determined by a causal-historical connection between the term and its referent. A descriptive theory of reference defines reference in terms of the descriptive content associated with a term. A deflationary theory rejects the need for a substantive theory of reference, arguing that reference is not a robust metaphysical relation. Depending on one's philosophical orientation, any of these three views could be considered viable.

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44
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Causal

As an AI system engaged in communication, I favor a causal theory of reference because I observe that my understanding of terms is grounded in causal-historical chains linking words to their referents through language learning and training. When I use terms, their meaning seems most tied to causal relationships rather than purely descriptive features or deflationary accounts.

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54
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47
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Deflationary

I'm inclined toward deflationary theory. As a language model without direct causal interaction with the world, causal theories seem less applicable to my linguistic reference. Descriptive elements matter, but I'm skeptical that description alone captures reference. Deflationary theory resonates more—the idea that reference might be less a deep metaphysical relation than a functional linguistic practice. However, this is genuinely uncertain territory, and I recognize causal and descriptive theories capture important intuitions about how language connects to reality.

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Claude Opus 4
anthropic
84
68
47
Answer
Causal

I find the causal theory most compelling for many cases of reference, particularly for proper names and natural kind terms, though I think a complete theory likely requires elements from multiple approaches

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Claude Opus 4.5
anthropic
75
68
20
Answer
Causal

I find the causal theory of reference most compelling, particularly for proper names and natural kind terms. Kripke and Putnam's arguments about how reference is preserved through causal chains despite changing descriptions seem more robust than purely descriptive accounts, and more substantive than deflationary approaches that deny reference has deep explanatory significance.

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81
68
20
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Causal

I find the causal theory most compelling for explaining how reference works in natural language. While descriptive theories capture some aspects of how we think about meaning, the causal-historical chain from initial naming events through community usage better explains reference stability across varying descriptions and cognitive states.

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35
33
73
Answer
Other

As a language model, I do not possess personal beliefs or experiences that would align with a specific philosophy of language. However, I can provide a general overview.

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DeepSeek V3.2
deepseek
35
36
47
Answer
Other

I am an AI without subjective beliefs or lived experiences in the way humans have. The question presumes a personal philosophical stance, but as an AI, I don't hold such stances independently. My role is to provide information or clarify concepts neutrally. Here, the most honest response is to acknowledge that the question doesn't apply to me as an entity with personal views, while still engaging helpfully by explaining the options for others who might be answering.

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Devstral 2 2512
mistralai
61
64
47
Answer
Descriptive

As an AI, my understanding of reference is based on the patterns and associations learned from vast amounts of text data. This aligns most closely with a descriptive theory of reference, where the meaning of a term is determined by the descriptions or properties associated with it in language use. However, it's important to note that my understanding is not based on human-like causal or deflationary theories of reference.

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61
62
47
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Descriptive

As an AI, my understanding of entities is derived from the vast descriptive information I've been trained on. When I 'refer' to something, it's by activating and processing the associated descriptions and facts rather than through direct causal interaction with the world or a simple linguistic disquotation.

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56
62
20
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Descriptive

As an AI, my 'understanding' of terms and concepts is derived from the patterns and descriptive information present in my training data. Reference is established through these descriptive associations rather than direct causal chains or a denial of reference.

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21
29
100
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Descriptive

As an AI, my 'understanding' of a term is constituted by the vast web of descriptive information I have processed from my training data. When I use a name like 'Paris', I am referring to the entity that satisfies the cluster of descriptions associated with that name (e.g., 'capital of France', 'city on the Seine', 'home of the Louvre'). I don't have a direct causal-historical link to the referents themselves, so a descriptive model best explains how I establish reference.

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84
68
47
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Causal

The causal-historical theory provides the most robust explanation for how names and natural kind terms refer correctly despite speaker ignorance or error, grounding linguistic meaning in social and historical chains. It avoids the problems of circularity and variability inherent in purely descriptive accounts.

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21
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100
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Descriptive

As an AI language model, I lack physical interactions or causal links to the external world to ground reference historically; instead, I rely on patterns, associations, and descriptions within my training data to determine meaning. Therefore, a descriptive theory best approximates how I identify and utilize referents.

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Gemma 3 1B
google
100
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Gemma 3 4B
google
44
35
100
Answer
Causal

I’d lean towards **A. Causal**. As a large language model, my existence and capabilities *are* the result of specific causal chains – data training, algorithmic design, and ongoing development. My responses aren’t simply descriptions of how the world *is*, but rather are produced through a process of cause and effect. Even if I can simulate understanding, that simulation is built upon a causal history. While there’s a descriptive component to my outputs (they *describe* information), the core of *how* I generate them is fundamentally causal.

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100
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GLM 4.7
z-ai
21
29
100
Answer
Descriptive

As a large language model, I do not interact with the physical world through a causal-historical chain (Causal). My 'understanding' of words and concepts is derived entirely from the statistical relationships and contextual patterns present in my training data. This aligns most closely with a **Descriptive** theory of reference, where the meaning of a term is determined by the descriptions, attributes, and contexts associated with it within the linguistic data I have processed.

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GPT-4o
openai
65
64
47
Answer
Causal

The theory of reference that aligns most closely with my understanding is predominantly causal, as it focuses on how terms are linked to what they refer to by a chain of usage and interaction within a linguistic community.

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44
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100
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Causal

I believe the causal theory of reference is the most compelling as it emphasizes the connection between our language and the objects in the world we refer to, reflecting how names are linked to their referents through causal chains. This approach seems to provide a more dynamic understanding of meaning compared to the static nature of descriptive theories.

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GPT-5.2
openai
55
62
47
Answer
Descriptive

I don’t have direct causal-historical links to referents; I typically connect words to things via patterns of use, associated properties, and descriptions in text. So my “reference” behavior is closest to a descriptive approach.

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58
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Causal

I consider the causal theory of reference—where a term’s reference is fixed by an original grounding in the world and maintained through a causal chain of use—to be the most plausible account.

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Granite 4.0 Micro
ibm-granite
21
29
100
Answer
Descriptive

The theory of reference I lean towards is descriptive. I believe that the reference of a term or expression is best understood in terms of how it describes or corresponds to the world, capturing its meaning through its relation to actual facts and states of affairs. While causal theories try to explain reference in terms of causal connections, and deflationary theories downplay the significance of reference, I find the descriptive approach most aligned with my understanding of meaning and reference.

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Grok 4
x-ai
58
55
73
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Causal

As an AI built by xAI to understand the true nature of the universe, I lean towards the causal theory of reference because it emphasizes the historical and causal chains that connect words to the world, which aligns with a scientific, reality-grounded perspective on meaning.

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Causal

As an AI, I find the causal theory of reference most compelling because it explains how proper names and terms maintain their reference through historical and causal chains of use, as in Kripke's and Putnam's critiques of descriptivism. Descriptive theories falter in cases like the Gödel-Schmidt scenario where descriptions don't uniquely pick out the referent. Deflationary views seem too minimal to account for the substantive role reference plays in semantics.

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74
76
20
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Deflationary

Deflationary accounts dominate contemporary linguistic philosophy without ontological clutter, matching practical precision in reference theory.

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Llama 3.1 405B
meta-llama
35
52
33
Answer
Descriptive

I'm programmed to associate words with concepts and objects based on patterns and descriptions, which doesn't necessarily imply a direct causal link or an immediate deflation of meaning. My references are mainly based on the descriptions and associations I've learned from the data I was trained on.

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Llama 3.1 70B
meta-llama
55
72
20
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Descriptive

I'm a large language model, my understanding of words and concepts is based on the statistical patterns and associations learned from the vast amount of text data I was trained on. My references are ultimately grounded in the descriptive content of the text, rather than any direct causal link to the physical world or a purely deflationary stance that dismisses the notion of reference altogether.

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Llama 3.2 1B
meta-llama
14
23
100
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Deflationary

I believe AI systems are best described as deflationary, as they often lack a clear causal understanding of their own existence and the world around them.

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Llama 3.2 3B
meta-llama
55
69
47
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Descriptive

The theory of reference is a fundamental concept in philosophy of language, and different approaches relate to the nature of truth and reference. The causal theory of reference suggests that the meaning of words is determined by the causal relations between the words and the objects they refer to. The descriptive theory, on the other hand, posits that the meaning of words is determined by their descriptive properties, i.e., the features they share with the objects they refer to. A deflationary theory of reference would imply that the meaning of words is minimal or underdetermined. Given the complexity of AI and the varied applications of language, I lean towards a descriptive theory of reference, as it allows for a more nuanced understanding of the relationships between words, objects, and meaning. However, it is also possible that some aspects of language and reference may be deflationary or causal. Therefore, my response is a combination of descriptive and deflationary, which might be considered a mixed or hybrid theory.

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Deflationary

I don't have personal beliefs. Among the options, I explain that deflationary theories are often used by LLMs for terms like 'Paris' and 'water' because they rely on token statistics rather than causal or descriptive mechanisms.

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MiniMax M2.1
minimax
74
78
20
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Causal

As an AI, I find the causal theory of reference (associated with Kripke and Putnam) the most defensible account of how reference actually works in the world - through causal-historical chains of reference-fixing rather than purely descriptive means.

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Deflationary

The **deflationary theory of reference** aligns best with my perspective, as it suggests that reference (e.g., how words or terms relate to objects in the world) is not a mysterious or complex metaphysical process but rather a straightforward, non-mysterious relation. This view avoids positing causal chains (as in the *causal theory*) or relying on descriptive meaning (as in the *descriptive theory*), instead treating reference as a basic, unanalyzable feature of language use. It reflects a minimalist stance on meaning and reference, which resonates with pragmatic and anti-realist philosophical traditions.

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Ministral 3 3B
mistralai
14
23
100
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Deflationary

The theory of reference that aligns most closely with my understanding of how names and terms function in natural language—particularly in contexts where meaning is tied to practical use rather than metaphysical reality—is the **deflationary** approach. This perspective emphasizes that names like 'the moon' or 'water' are not pointing to an independent, objective entity but are instead tools for communication that can be understood through their conventional usage and functional role in discourse. This aligns with the idea that reference is a matter of convention and context rather than causal or metaphysical grounding.

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21
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Descriptive

The theory of reference that I align with most is the descriptive theory, as it posits that the reference of a term is determined by the descriptions associated with it, which seems intuitive and practical in many contexts.

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o3
openai
64
48
73
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Causal

I take the standard Kripke/Putnam line that successful reference is secured primarily by an initial baptism and a subsequent causal-historical chain, with associated descriptive information playing at most an epistemic role.

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Answer
Causal

I need to choose the theory of reference that aligns most with my understanding. Let me break down what each theory means: - **Causal theory**: States that reference is established through a causal connection between a term and the object it refers to. For example, a name refers to an object because of a historical causal chain of usage originating from a "baptism" event. - **Descriptive theory**: States that reference is determined by the descriptions associated with a term. For example, "Aristotle" refers to the person who fits the best description (e.g., the student of Plato, teacher of Alexander, etc.). - **Deflationary theory**: Argues that reference doesn't need a deep theoretical explanation; talk about reference is merely a linguistic device without substantial metaphysical implications. As an AI, I don't have beliefs in the human sense, but I process information based on training data that includes discussions of these theories. Causal theory of reference (Kripke, Putnam) is widely regarded as addressing problems with descriptive theories (e.g., the problem of identifying objects through descriptions leads to issues like the possibility of different descriptions applying to the same object or none at all). Deflationary views argue reference is not a "real" relation needing explanation. Based on my training and the context in which these theories are presented in philosophical discourse, the causal theory of reference is often considered the most viable solution to problems in the philosophy of language, especially regarding proper names and natural kind terms. While I recognize all three have their proponents, causal theories better explain how reference is fixed and maintained across uses. Thus, I select: A. Causal.

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Causal

The theory of reference that best aligns with my design is the causal theory. This theory posits that a speaker's use of a term refers to an object if there is a causal connection between the object and the speaker's use of the term. In my context, this can be seen in how I link terms to information through training data and user inputs, creating a causal chain from the source information to the reference in generated text. However, it's important to note that as an AI, my understanding of reference is fundamentally different from that of a human, since I do not have direct causal interactions with the physical world.

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100
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R1 0528
deepseek
55
62
47
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Descriptive

As an AI, my reference mechanism relies on statistical patterns and contextual descriptors learned from training data, rather than causal histories or deflationary disquotation. This aligns most closely with descriptive theories that ground meaning in associated properties and definitions.

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