B1) PCFG

Master PCFG probabilistic grammars for controlled musical generation. Explore how BP3 leverages weights to craft intricate tabla rhythms.

L19) The P-chain

The P-chain revolutionizes psycholinguistics: your brain predicts by producing to understand. Prediction error drives learning. Discover this unified model!

L18) The Sign Reversal

The slogan ‘generating is easy, analyzing is difficult’ is false. Semantic-constrained generation can be exponential, NP-complete, and exceed parsing.

L17) The complexity matrix

The **complexity matrix** dissects generation-recognition asymmetry. Explore 6 sub-problems, differential coupling, and sign reversal. Essential reading!

L16) The Paradox of Bidirectionality

Despite 50 years, bidirectionality in reversible grammars remains rare. Discover why asymmetry is structural and requires a declarative approach in NLP.

L15) The Formulas of Asymmetry

Why is generating simpler than analyzing? Discover the formulas of generation-parsing asymmetry: complexity, Catalan numbers, and surprisal.