Tokenizer-Agnostic Engram Module

arXiv:2607.29065 · cs.CL · Submitted 2026-07-31 · Read on arXiv

Jia Peng Lim, Hai Leong Chieu

cs.CL

Submitted: 2026-07-31

Comments: Preprint, 7 pages

Code: https://github.com/jararap/polyhash-engram

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Embeddings — 33× in this paper · explained in 2 episodes
• Benchmark — 12× in this paper · explained in 2 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• Hyperparameters — 5× in this paper · explained in 2 episodes
• Tokenization — 5× in this paper · explained in 2 episodes
• Transformer — 5× in this paper · explained in 2 episodes
• Papers — 4× in this paper · explained in 3 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Harness — 2× in this paper · explained in 2 episodes
• Latent Space — 2× in this paper · explained in 7 episodes
• Regularization — 2× in this paper · explained in 3 episodes
• Transformers — 2× in this paper · explained in 2 episodes
• Ablation Study — 1× in this paper · explained in 3 episodes
• Byte-Pair Encoding — 1× in this paper
• Causal Reasoning — 1× in this paper · explained in 2 episodes
• Decoder — 1× in this paper · explained in 2 episodes
• Scaling Laws — 1× in this paper · explained in 4 episodes
• Sparsity — 1× in this paper · explained in 5 episodes
• Transformer Model — 1× in this paper · explained in 2 episodes
• Transformer Models — 1× in this paper · explained in 3 episodes
• Uses Group Query Attention — 1× in this paper
• Weight Decay — 1× in this paper · explained in 2 episodes

Sources

• GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
• SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model
• Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
• Mistral 7B
• Crowdsourcing Multiple Choice Science Questions
• Pointer Sentinel Mixture Models
• WinoGrande: An Adversarial Winograd Schema Challenge at Scale
• Attention Is All You Need
• Lngram: N-gram Conditional Memory in Latent Space

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering