Abstract Language neuroscience currently relies on two major experimental paradigms:
controlled experiments using carefully hand-designed stimuli, and natural stimulus …

Evidence from psychology and cognitive neuroscience indicates that the human brain's
semantic system contains several specific subsystems, each representing a particular …

What aspects of computer programs are represented by the human brain during
comprehension? We leverage brain recordings derived from functional magnetic resonance …

Neuroimaging studies have identified multiple brain regions that are associated with
semantic and syntactic processing when comprehending language. However, existing …

Evidence from psycholinguistic studies suggests that the human brain builds a hierarchical
syntactic structure during language comprehension. However, it is still unknown whether the …

Brain decoding, understood as the process of mapping brain activities to the stimuli that
generated them, has been an active research area in the last years. In the case of language …

Developing effective distributed representations of source code is fundamental yet
challenging for many software engineering tasks such as code clone detection, code search …

Can we build multi-view decoders that can decode concepts from brain recordings
corresponding to any view (picture, sentence, word cloud) of stimuli? Can we build a system …

Brain encoding is the process of mapping stimuli to brain activity. There is a vast literature on
linguistic brain encoding for functional MRI (fMRI) related to syntactic and semantic …

Syntactic parsing is the task of assigning a syntactic structure to a sentence. There are two
popular syntactic parsing methods: constituency and dependency parsing. Recent works …