pith. sign in

Title resolution pending

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it

citation-role summary

baseline 1

citation-polarity summary

fields

cs.CL 1

years

2026 1

verdicts

UNVERDICTED 1

roles

baseline 1

polarities

baseline 1

representative citing papers

Fitting Is Not Enough: Smoothness in Extremely Quantized LLMs

cs.CL · 2026-05-09 · unverdicted · novelty 5.0 · 2 refs

Extremely quantized LLMs exhibit systematic smoothness degradation that reduces effective token candidates and degrades generation; a smoothness-preserving principle in PTQ and QAT delivers gains beyond numerical accuracy.

citing papers explorer

Showing 1 of 1 citing paper.

  • Fitting Is Not Enough: Smoothness in Extremely Quantized LLMs cs.CL · 2026-05-09 · unverdicted · none · ref 35 · 2 links

    Extremely quantized LLMs exhibit systematic smoothness degradation that reduces effective token candidates and degrades generation; a smoothness-preserving principle in PTQ and QAT delivers gains beyond numerical accuracy.