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 (Phi Family)	Avg Acc.	OpenBQ	ARC-E	Winogr.	HellaS.	ARC-C	PIQA	BoolQ	RACE	ANLI-R1	ANLI-R2	ANLI-R3	WiC
`Phi-3-mini-128k-instruct-layer-mix-bpw-2.2`	0.510	0.270	0.706	0.648	0.479	0.411	0.736	0.783	0.381	0.393	0.38	0.399	0.536
`Phi-3-mini-128k-instruct-layer-mix-bpw-2.5`	0.514	0.290	0.719	0.656	0.488	0.401	0.750	0.778	0.401	0.392	0.410	0.407	0.493
`Phi-3-mini-128k-instruct-layer-mix-bpw-3.0`	0.548	0.318	0.761	0.663	0.519	0.453	0.777	0.798	0.393	0.473	0.404	0.442	0.579
`Phi-3-mini-128k-instruct-layer-mix-bpw-4.0`	0.582	0.346	0.779	0.708	0.582	0.495	0.787	0.840	0.412	0.529	0.459	0.448	0.606
`Phi-3-mini-128k-instruct`	0.586	0.342	0.785	0.731	0.596	0.512	0.782	0.851	0.401	0.547	0.464	0.432	0.594

Repository (Phi Family)	Avg Acc.	OpenBQ	ARC-E	Winogr.	HellaS.	ARC-C	PIQA	BoolQ	RACE	ANLI-R1	ANLI-R2	ANLI-R3	WiC
`Phi-3-mini-128k-instruct-layer-mix-bpw-2.2`	0.534	0.302	0.738	0.659	0.487/0.636	0.438	0.744	0.793	0.408	0.421	0.404	0.439	0.583
`Phi-3-mini-128k-instruct-layer-mix-bpw-2.5`	0.543	0.310	0.771	0.671	0.501/0.657	0.441	0.763	0.799	0.405	0.453	0.427	0.443	0.534
`Phi-3-mini-128k-instruct-layer-mix-bpw-3.0`	0.563	0.346	0.796	0.687	0.528/0.694	0.500	0.782	0.809	0.410	0.473	0.394	0.474	0.565
`Phi-3-mini-128k-instruct-layer-mix-bpw-4.0`	0.602	0.374	0.817	0.725	0.598/0.768	0.542	0.766	0.864	0.428	0.523	0.456	0.497	0.658
`Phi-3-mini-128k-instruct`	0.608	0.408	0.825	0.725	0.608/0.781	0.534	0.768	0.866		0.538	0.483	0.515	0.627