metadata

license: apache-2.0

GreenBit LLMs

This is GreenBitAI's pretrained low-bit LLMs with extreme compression yet still strong performance.

Please refer to our Github page for the code to run the model and more information.

Repository (Llama 3 Family)	Avg Acc.	OpenBQ	ARC-E	Winogr.	HellaS.	ARC-C	PIQA	BoolQ	RACE	ANLI-R1	ANLI-R2	ANLI-R3	WiC
`Llama-3-8B-layer-mix-bpw-2.2`	0.499	0.302	0.739	0.674	0.509	0.396	0.725	0.743	0.406	0.327	0.337	0.340	0.500
`Llama-3-8B-layer-mix-bpw-2.5`	0.506	0.298	0.760	0.684	0.513	0.418	0.744	0.756	0.389	0.335	0.335	0.335	0.509
`Llama-3-8B-layer-mix-bpw-3.0`	0.523	0.318	0.770	0.708	0.540	0.441	0.767	0.784	0.407	0.333	0.345	0.343	0.526
`Llama-3-8B-layer-mix-bpw-4.0`	0.542	0.338	0.791	0.729	0.591	0.484	0.797	0.799	0.398	0.337	0.345	0.352	0.545
`Llama-3-8B-instruct-layer-mix-bpw-2.2`	0.514	0.292	0.645	0.672	0.499	0.367	0.698	0.775	0.423	0.417	0.424	0.398	0.565
`Llama-3-8B-instruct-layer-mix-bpw-2.5`	0.528	0.304	0.741	0.681	0.512	0.412	0.749	0.798	0.425	0.417	0.410	0.390	0.498
`Llama-3-8B-instruct-layer-mix-bpw-3.0`	0.547	0.316	0.787	0.690	0.530	0.459	0.768	0.800	0.437	0.435	0.417	0.387	0.548
`Llama-3-8B-instruct-layer-mix-bpw-4.0`	0.576	0.344	0.808	0.716	0.569	0.513	0.778	0.825	0.449	0.462	0.449	0.432	0.578