LLM quantization
HAWQ: Hessian AWare Quantization of Neural Networks with Mixed-Precision
Cited as a baseline — critiqued by newer work, not yet beaten on a benchmark here
1 papers critique it · 0 beat it on benchmarks
Verbatim critique sentences, each from a paper that cites HAWQ as a baseline.
these approaches are prohibitively expensive for multi-billion-parameter LLMs due to the computational intensity of second-order matrix computations
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.