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Transformer Scalability Crisis: The First Comprehensive Empirical Analysis of Performance Walls in Modern Language Models

arXiv cs.LG · 2026-05-18 Cached

This paper presents the first large-scale empirical analysis of 118 transformer models, revealing critical performance walls where success rates drop from 88.1% at 512 tokens to 0% at 2048 tokens, challenging prevailing scaling assumptions.

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