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Transformer Grammars

techniqueactivetransformer-grammars-11373244·1 events·first seen Jun 16, 2026

Aliases: Transformer Grammars

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Transformer Language Models Graph Transformer TF-Engram Associative Recurrent Memory Transformer transformer architecture Grounding latent algorithm routing in transformer reasoning Conditional Generative Flow Networks Sentence Transformers Recursive Language Models (RLMs)ktransformers MinGram Looped Transformer

Recent events (1)

3arXiv · cs.CL·Jun 16, 2026·source ↗

Systematic study of tree traversal methods in Transformer Grammars reveals trade-offs between composition and lookahead

A new arXiv preprint evaluates Depth-First, Breadth-First, and a novel hybrid Production-Rule Traversal strategy for linearizing syntactic trees in Transformer Grammars. The authors test these methods across language modeling, syntactic generalization, and summarization tasks with varying tree configurations and masking strategies. The study reveals inherent trade-offs between nested composition and global lookahead, offering design recommendations for task-aware Transformer Grammars.

Evaluation and Benchmarking Transformer Grammars Production-Rule Traversal