Large Language Model Performance And Compute, Epoch (2023)
@owid.epoch_llms
@owid.epoch_llms
Epoch dataset on how performance on a MMLU language benchmark scales with computational resources.
CREATE TABLE owid_epoch_llms_1 (
"architecture" VARCHAR,
"year" INTEGER,
"model_size_parameters" BIGINT -- Model Size, Parameters,
"dataset_size_tokens" BIGINT -- Dataset Size, Tokens,
"mmlu_avg" FLOAT,
"organisation" VARCHAR,
"training_computation_petaflop" FLOAT
);CREATE TABLE owid_epoch_llms_2 (
"architecture" VARCHAR,
"year" INTEGER,
"model_size_parameters" BIGINT -- Model Size, Parameters,
"dataset_size_tokens" BIGINT -- Dataset Size, Tokens,
"mmlu_avg" FLOAT,
"organisation" VARCHAR,
"training_computation_petaflop" BIGINT
);Anyone who has the link will be able to view this.