Articles tagged: "jubilant-palm-tree"
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Eradicating Syntax: Building a Neural Universal Machine That Executes Graphs, Not Code
Our GNN autoencoders achieved 81% node accuracy on Ruby ASTs yet produced 0% valid code. The culprit was the literal value bottleneck — nearly half of every AST consisted of... -
The Literal Value Bottleneck: Why GNN Autoencoders Fail at Code Generation
We trained GNN autoencoders on 22,000 Ruby ASTs. The models achieved 81% node type accuracy and 99.5% type diversity, yet generated exactly 0% syntactically valid code. Here is why.