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arxiv: 2210.01751 · v8 · submitted 2022-08-31 · 💻 cs.AI · cs.LO

Proportoids

Pith reviewed 2026-05-24 11:09 UTC · model grok-4.3

classification 💻 cs.AI cs.LO
keywords proportoidanalogical proportionhomomorphismanalogyaxiomatic approachanalogical reasoningproportional mappingartificial intelligence
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The pith

Proportoids are sets equipped with a 4-ary analogical proportion relation satisfying axioms, with homomorphisms preserving the relation exactly and kernels forming congruences.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper defines proportoids as sets carrying a 4-ary relation for analogical proportions that meets a collection of axioms. It examines mappings that preserve this relation, specifically homomorphisms that maintain the proportion in both directions and analogies that extend proportions from one domain to another. These definitions allow the study of relations among such mappings and their properties. The goal is to lay groundwork for treating analogical reasoning as a formal mathematical structure rather than an informal process.

Core claim

Proportoids consist of a set with a 4-ary analogical proportion relation a:b::c:d obeying suitable axioms. Homomorphisms H between proportoids satisfy a:b::c:d if and only if Ha:Hb::Hc:Hd, and the kernel of such an H is a congruence. Analogies are mappings A such that a:b::Aa:Ab for all a and b, with methods to compute partial analogies. Various relations between these functions are introduced and analyzed.

What carries the argument

The proportoid, defined as a set with a 4-ary analogical proportion relation satisfying axioms, together with homomorphisms that preserve the relation iff and analogies that map proportional pairs.

If this is right

  • Homomorphisms of proportoids have kernels that are congruences.
  • Analogies allow computation of partial mappings that respect proportions.
  • Relations between functions like homomorphisms and analogies on proportoids can be classified by their properties.
  • This framework supports building a mathematical theory of analogical proportions.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • Quotient proportoids formed by congruences could simplify complex analogical structures.
  • Algorithms for finding analogies might be developed using the partial analogy construction.
  • These axioms could be tested in knowledge bases to see if they capture real-world analogies effectively.
  • Proportoids might connect to categorical approaches in AI for modeling similarity.

Load-bearing premise

There exists a suitable but unspecified set of axioms for the 4-ary analogical proportion relation that is mathematically coherent and faithful to the intuitive notion of analogical proportions.

What would settle it

Demonstrating that no set of axioms for the 4-ary relation can be both consistent and capture standard examples of analogical proportions such as '2 is to 4 what 3 is to 6' without collapsing into triviality would falsify the existence of proportoids as useful structures.

read the original abstract

Analogical proportions are expressions of the form ``$a$ is to $b$ what $c$ is to $d$'' at the core of analogical reasoning, which itself is at the core of artificial intelligence. This paper contributes to the mathematical foundations of analogical proportions in the axiomatic tradition as initiated -- in the tradition of the ancient Greeks -- by Yves Lepage two decades ago. More precisely, we first introduce the name ``proportoid'' for sets endowed with a 4-ary analogical proportion relation satisfying a suitable set of axioms. We then study study different kinds of proportion-preserving mappings and relations and their properties. Formally, we define homomorphisms of proportoids as mappings $\mathsf H$ satisfying $a:b::c:d$ iff $\mathsf Ha: \mathsf Hb:: \mathsf Hc: \mathsf Hd$ for all elements and show that their kernel is a congruence. Moreover, we introduce (proportional) analogies as mappings $\mathsf A$ satisfying $a:b:: \mathsf Aa: \mathsf Ab$ for all elements $a$ and $b$ in the source domain and show how to compute partial analogies. We then introduce a number of useful relations between functions (including homomorphisms and analogies) on proportoids and study their properties. In a broader sense, this paper is a further step towards a mathematical theory of analogical proportions.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

2 major / 1 minor

Summary. The manuscript introduces 'proportoids' as sets equipped with a 4-ary analogical proportion relation satisfying a suitable set of axioms. It defines homomorphisms of proportoids as bi-directional relation-preserving maps and claims their kernels are congruences. It further defines proportional analogies as maps A such that a:b :: Aa:Ab, discusses computation of partial analogies, and examines various relations between functions including homomorphisms and analogies on proportoids.

Significance. This axiomatic approach to analogical proportions could advance the mathematical foundations of analogical reasoning in AI, building on prior work by Lepage. The study of proportion-preserving mappings and their properties has potential to formalize aspects of analogical inference. However, the significance is contingent on the specific axioms ensuring non-trivial structures, which are not detailed in the provided text.

major comments (2)
  1. [Abstract and introduction] The axioms for the 4-ary proportion relation are referred to as 'suitable' but never explicitly stated (abstract). This is load-bearing for the central claims, as without them it cannot be determined whether the universal relation satisfies the axioms, which would make every function a homomorphism and an analogy, rendering the kernel congruence the full relation and collapsing the theory to triviality.
  2. [Definition of homomorphisms] The claim that the kernel of a homomorphism is a congruence (abstract) depends on the unspecified axioms; no derivation details or axiom list are provided to confirm it holds non-vacuously.
minor comments (1)
  1. [Abstract] Abstract contains repeated word: 'we then study study different kinds'.

Simulated Author's Rebuttal

2 responses · 0 unresolved

We thank the referee for the careful reading and the constructive comments on the manuscript. We address the two major comments below.

read point-by-point responses
  1. Referee: [Abstract and introduction] The axioms for the 4-ary proportion relation are referred to as 'suitable' but never explicitly stated (abstract). This is load-bearing for the central claims, as without them it cannot be determined whether the universal relation satisfies the axioms, which would make every function a homomorphism and an analogy, rendering the kernel congruence the full relation and collapsing the theory to triviality.

    Authors: We agree that the abstract's reference to a 'suitable set of axioms' without listing them creates ambiguity and prevents immediate verification of non-triviality. The revised manuscript will explicitly state the axioms (currently introduced in the body) already in the abstract and introduction, together with a short argument that the chosen axioms exclude the universal relation as a model. revision: yes

  2. Referee: [Definition of homomorphisms] The claim that the kernel of a homomorphism is a congruence (abstract) depends on the unspecified axioms; no derivation details or axiom list are provided to confirm it holds non-vacuously.

    Authors: The claim relies on the specific axioms; the current text does not supply either the axiom list or the derivation in the abstract. In the revision we will insert the axiom list and a concise proof that the kernel is a congruence under those axioms, thereby confirming the result is non-vacuous. revision: yes

Circularity Check

0 steps flagged

No significant circularity; axiomatic framework derives mapping properties independently

full rationale

The paper defines proportoids axiomatically via a 4-ary relation satisfying a suitable (unspecified) set of axioms, then defines homomorphisms (preserving the relation bidirectionally) and analogies (satisfying a:b::Aa:Ab), and derives properties such as kernels being congruences. No self-definitional loops, no fitted parameters renamed as predictions, no load-bearing self-citations, and no imported uniqueness theorems or ansatzes. The derivation chain is self-contained within the axiomatic setup and does not reduce any claimed result to its own inputs by construction.

Axiom & Free-Parameter Ledger

0 free parameters · 1 axioms · 3 invented entities

The central claim rests on the existence of a suitable but unspecified collection of axioms for the proportion relation together with the newly introduced structures and mappings.

axioms (1)
  • domain assumption A suitable set of axioms for the 4-ary analogical proportion relation
    The paper invokes an unspecified but 'suitable' axiom set to define the proportoid structure.
invented entities (3)
  • proportoid no independent evidence
    purpose: Algebraic structure carrying a 4-ary analogical proportion relation
    Newly named and defined in the paper.
  • homomorphism of proportoids no independent evidence
    purpose: Mapping that preserves the proportion relation exactly
    Defined and studied in the paper.
  • proportional analogy no independent evidence
    purpose: Mapping A satisfying a:b::Aa:Ab for all a,b
    Introduced and analyzed in the paper.

pith-pipeline@v0.9.0 · 5765 in / 1188 out tokens · 31963 ms · 2026-05-24T11:09:16.897756+00:00 · methodology

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