In contemporary artificial intelligence, the challenge is making intricate connectionist systems—comprising millions of parameters—more comprehensible, defensible, and rationally grounded. Two prevailing methodologies address this complexity. The inaugural approach amalgamates symbolic methodologies with connectionist paradigms, culminating in a hybrid system. This strategy systematizes extensive parameters within a limited framework of formal, symbolic rules. Conversely, the latter strategy remains staunchly connectionist, eschewing hybridity. Instead of internal transparency, it fabricates an external, transparent proxy system. This ancillary system’s mandate is elucidating the principal system’s (...) decisions, essentially approximating its outcomes. Leveraging natural language processing as our analytical lens, this paper elucidates both methodologies: the hybrid method is underscored by the compositional vector semantics, whereas the purely connectionist method evolves as a derivative of neural semantic parsers. This discourse extols the merits of the purely connectionist approach for its inherent flexibility and for a pivotal delineation: segregating the explanatory apparatus from the operational core, thereby rendering artificial intelligence systems reminiscent of human cognition. (shrink)

The standard approach to model how human beings understand natural languages is the symbolic, compositional approach according to which the meaning of a complex expression is a function of the meanings of its constituents. In other words, meaning plays a fundamental role in the model. In this work, because of the polysemous, flexible, dynamic, and contextual structure of natural languages, this approach is rejected. Instead, a connectionist model which eliminates the concept of meaning is proposed.

Many philosophers take for granted the distinction between the first-person and third-person perspectives. They employ this distinction in a variety of philosophical debates including those concerning self-consciousness, phenomenal properties, subjectivity of phenomenal consciousness, and conceivability issues. This paper aims to explore the developmental root of the distinction in question. Through several analyses, the paper attempts to show that infants in the early childhood are exposed to cognitive, behavioral and experiential processes that are constitutive of the first-person perspective. The striking conclusion (...) that can be derived from the analyses is that the first-person perspective is not possessed inborn. Rather, it gradually develops through certain experiential processes and interaction with other human infants in the early childhood. This potentially implies that if conditions had been properly designed, infants would have possessed an “inter-subjective self” that lacks the first-person perspective as we traditionally know. The paper additionally hints that serious philosophical consequences occur if the above conclusion is true. (shrink)