Neuro-symbolic Artificial Intelligence The State Of The Art Pdf 'link'

Pure LLMs can’t reliably reason. Pure logic systems can’t perceive. The middle ground – neural perception + symbolic reasoning – is where AGI-level robustness lives.

Use the related: operator in Google Scholar. If you have a core PDF (e.g., "DeepProbLog: Neural Probabilistic Logic"), related: will list all papers citing it as state-of-the-art. Pure LLMs can’t reliably reason

The following frameworks are currently the most cited in recent preprints (searchable via arXiv or OpenReview): "DeepProbLog: Neural Probabilistic Logic")

Several approaches have been proposed for NSAI, including: Pure LLMs can’t reliably reason