Superseded baseline#73 of 80 most-superseded
HAQ
HAQ: Hardware-Aware Automated Quantization with Mixed PrecisionLLM quantization · first seen Nov 21, 2018
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites HAQ as a baseline.
“prohibitively expensive for multi-billion-parameter LLMs due to the computational intensity of second-order matrix computations or extensive policy evaluations”
— SignRoundV2: Closing the Performance Gap in Extremely Low-Bit Post-Training Quantization for LLMs
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.