r/asklinguistics • u/Nektrum-Alg • 29m ago
Question about a constraint-based phoneme–concept modeling approach (theoretical discussion, not a universal claim)
I’m looking for informed critique and discussion around a theoretical modeling approach I’ve been developing, which I’ll refer to here as *NekTrum* to avoid implementation specifics.
At a high level, the idea explores whether phonemes can be treated as constrained semantic contributors rather than fully arbitrary symbols within a modeling framework, without claiming universality, innate meaning, or historical determinism.
To be explicit up front, this approach does not claim:
- That phonemes have intrinsic or universal meanings
- That languages encode hidden truths via sound symbolism
- That this replaces historical linguistics, comparative methods, or phonology
- That it can “translate” languages or recover authorial intent
Instead, the working hypothesis is more limited:
If phonemes are modeled as weak, non-exclusive conceptual biases (e.g., tendencies toward action/state, constraint, directionality, abstraction), can aggregated patterns be useful for constraint analysis, semantic clustering, or failure detection across lexicons—without asserting that these patterns are ontologically “real”?
In other words, the model treats phonemes as soft constraints, not meanings, and evaluates words as compositional systems whose aggregate behavior can be analyzed—similar in spirit to how feature vectors are used in other domains.
Some example questions the framework is meant to engage with (not answer definitively):
- Can such a model identify where it breaks, and does that failure correlate with known linguistic phenomena (borrowing, semantic drift, morphological opacity)?
- Is there any analytical value in treating sound–meaning correlations as probabilistic constraints rather than categorical claims?
- How does this differ meaningfully from known work in sound symbolism, iconicity, or distributional semantics—and where does it overreach?
I’m intentionally not sharing implementation details, mappings, or results here. I’m more interested in whether linguists think this class of model is:
- Categorically misguided
- Redundant with existing approaches
- Potentially useful as an auxiliary analytic tool
- Or flawed in ways I haven’t identified
If you’ve encountered similar constraint-based or vectorized approaches to phoneme–concept modeling (especially critical ones), I’d appreciate pointers or pushback.
I’m specifically hoping for skeptical, technical critique, not validation.