model	quant	source	size_GiB	PPL	PPL_ratio_vs_Q8_0	KL_mean	KL_median	top-p_agree_%
Ornith-1.5-397B-IQ1_S	IQ1_S	bartowski/Ornith-1.5-397B-GGUF	76.1	6.4326	1.8365	0.7036	0.2684	69.686
Ornith-1.5-397B-IQ1_M	IQ1_M	bartowski/Ornith-1.5-397B-GGUF	85.1	6.1030	1.7424	0.6518	0.2278	71.503
Ornith-1.5-397B-IQ1_S	IQ1_S	cdanis (this repo)	85.9	5.2151	1.4889	0.4921	0.1459	76.104
Ornith-1.5-397B-IQ1_M	IQ1_M	cdanis (this repo)	94.0	4.9228	1.4055	0.4366	0.1253	77.622
Ornith-1.5-397B-IQ2_XXS	IQ2_XXS	bartowski/Ornith-1.5-397B-GGUF	99.1	4.6987	1.3415	0.3827	0.1129	79.161
Ornith-1.5-397B-IQ2_XXS	IQ2_XXS	cdanis (this repo)	107.5	4.2473	1.2126	0.2686	0.0666	82.901
Ornith-1.5-397B-IQ2_S	IQ2_S	cdanis (this repo)	119.8	4.0675	1.1613	0.2209	0.0516	84.731
Ornith-1.5-397B-IQ2_M	IQ2_M	cdanis (this repo)	130.6	3.9227	1.1200	0.1639	0.0371	86.751
Ornith-1.5-397B-IQ3_XXS	IQ3_XXS	cdanis (this repo)	151.5	3.7201	1.0621	0.0999	0.0225	89.787
Ornith-1.5-397B-IQ3_XXS	IQ3_XXS	bartowski/Ornith-1.5-397B-GGUF	156.4	3.8012	1.0853	0.1307	0.0316	88.180
Ornith-1.5-397B-IQ3_S	IQ3_S	cdanis (this repo)	168.5	3.6958	1.0552	0.0756	0.0174	90.803
Ornith-1.5-397B-IQ3_XS	IQ3_XS	bartowski/Ornith-1.5-397B-GGUF	169.0	3.7429	1.0686	0.1060	0.0264	89.298
Ornith-1.5-397B-Q3_K_XL	Q3_K_XL	cdanis (this repo)	174.3	3.6462	1.0410	0.0674	0.0135	91.849
Ornith-1.5-397B-Q3_K_XL	Q3_K_XL	bartowski/Ornith-1.5-397B-GGUF	177.3	3.7640	1.0747	0.1134	0.0285	88.876
Ornith-1.5-397B-IQ4_XS	IQ4_XS	cdanis (this repo)	209.3	3.5276	1.0071	0.0271	0.0058	94.716
Ornith-1.5-397B-IQ4_XS	IQ4_XS	bartowski/Ornith-1.5-397B-GGUF	218.9	3.5614	1.0168	0.0495	0.0111	92.743
Ornith-1.5-397B-Q4_K_M	Q4_K_M	ornith-ai/Ornith-1.5-397B-GGUF	227.5	3.5742	1.0205	0.0482	0.0119	92.600
Ornith-1.5-397B-Q4_K_XL	Q4_K_XL	cdanis (this repo)	233.8	3.5163	1.0039	0.0233	0.0050	95.024
Ornith-1.5-397B-Q5_K_M	Q5_K_M	ornith-ai/Ornith-1.5-397B-GGUF	266.7	3.5309	1.0081	0.0268	0.0065	94.371
Ornith-1.5-397B-Q6_K	Q6_K	ornith-ai/Ornith-1.5-397B-GGUF	308.2	3.5264	1.0068	0.0204	0.0051	94.894
Ornith-1.5-397B-Q8_0	Q8_0	ornith-ai (reference)	399.1	3.5043				100.000