Updated Qwen3.5-9B Quantization Comparison

Reddit r/LocalLLaMA / 4/14/2026

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Key Points

The post provides a data-driven KLD (KL divergence) evaluation comparing community GGUF quantizations of Qwen3.5-9B against a BF16 baseline.
It argues that KLD is a more reliable indicator of “faithfulness” than PPL because PPL can be affected by dataset noise and lucky runs, while KLD measures distribution drift from the baseline.
The selection guidance is straightforward: choose the quantization with the lowest KLD score to minimize information loss.
Early results highlight the Q8_0 variants (e.g., eaddario/Qwen3.5-9B-Q8_0) as among the lowest-KLD options, while still reporting comparable sizes around ~8.9–12.1 GiB depending on the quantization.
The article emphasizes that the goal is to help users pick the right file/quantization rather than relying on availability or assumptions.

Updated Qwen3.5-9B Quantization Comparison

This is a KLD eval across community GGUF quants of Qwen3.5-9B, comparing mean KLD to the BF16 baseline.

The goal is to give people a data-driven basis for picking a file rather than just grabbing whatever is available.

KLD (KL Divergence): "Faithfulness." It shows how much the quantized model's probability distribution drifts from a baseline (the probability distribution of the original weights). Lower = closer.

Since we are trying to see how much information we've lost and since PPL is noisy as it can get a better score by pure luck, KLD is better as it is not relying on the dataset but on the baseline.

If you need the most faithfull quant, pick the one with the lowest KLD.

This is a dense plot, sorry about that.

 KLD RANKINGS

bolded KLD Score <0.01 - lower is better

Quantization	Size_GiB	PPL_Score	KLD_Score
eaddario/Qwen3.5-9B-Q8_0	8.873	19.177240	0.001198
unsloth/Qwen3.5-9B-UD-Q8_K_XL	12.083	19.183966	0.001243
bartowski/Qwen_Qwen3.5-9B-Q8_0	8.89	19.184374	0.001405
lmstudio-community/Qwen3.5-9B-Q8_0	8.873	19.184470	0.001410
ZeroWw/Qwen3.5-9B.q8_p	8.873	19.189372	0.001412
unsloth/Qwen3.5-9B-Q8_0	8.873	19.175181	0.001433
AaryanK/Qwen3.5-9B.q8_0	8.873	19.177790	0.001445
DevQuasar/Qwen.Qwen3.5-9B.Q8_0	8.873	19.186216	0.001464
ZeroWw/Qwen3.5-9B.q8_0	10.649	19.188892	0.001679
unsloth/Qwen3.5-9B-UD-Q6_K_XL	8.156	19.193957	0.001910
bartowski/Qwen_Qwen3.5-9B-Q6_K_L	7.592	19.202837	0.002371
bartowski/Qwen_Qwen3.5-9B-Q6_K	7.134	19.213584	0.002813
unsloth/Qwen3.5-9B-Q6_K	6.946	19.200108	0.003080
Mungert/Qwen3.5-9B-q6_k_m	6.872	19.235596	0.003609
mradermacher/Qwen3.5-9B.i1-Q6_K	6.854	19.234343	0.003735
ZeroWw/Qwen3.5-9B.q6_k	9.089	19.259351	0.004625
AaryanK/Qwen3.5-9B.q6_k	6.854	19.258445	0.004779
DevQuasar/Qwen.Qwen3.5-9B.Q6_K	6.854	19.272393	0.004801
lmstudio-community/Qwen3.5-9B-Q6_K	6.854	19.263994	0.004905
bartowski/Qwen_Qwen3.5-9B-Q5_K_L	6.976	19.268033	0.006068
unsloth/Qwen3.5-9B-UD-Q5_K_XL	6.281	19.260486	0.006419
bartowski/Qwen_Qwen3.5-9B-Q5_K_M	6.392	19.274078	0.006604
Mungert/Qwen3.5-9B-q5_k_m	6.336	19.263969	0.006714
unsloth/Qwen3.5-9B-Q5_K_M	6.126	19.298573	0.007290
bartowski/Qwen_Qwen3.5-9B-Q5_K_S	6.078	19.271394	0.008110
unsloth/Qwen3.5-9B-Q5_K_S	5.924	19.330239	0.009137
bartowski/Qwen_Qwen3.5-9B-Q4_K_L	6.188	19.377795	0.015064
unsloth/Qwen3.5-9B-UD-Q4_K_XL	5.556	19.355771	0.015238
bartowski/Qwen_Qwen3.5-9B-Q4_K_M	5.485	19.409285	0.016754
AaryanK/Qwen3.5-9B.q5_0	5.872	19.516510	0.019535
bartowski/Qwen_Qwen3.5-9B-Q4_K_S	5.197	19.426160	0.020576
eaddario/Qwen3.5-9B-Q6_K	6.854	19.648966	0.021010
bartowski/Qwen_Qwen3.5-9B-Q4_1	5.512	19.467238	0.023208
byteshape/Qwen3.5-9B-Q5_K_S-5.10bpw	5.329	19.532163	0.023510
byteshape/Qwen3.5-9B-IQ4_XS-4.98bpw	5.198	19.558089	0.024250
bartowski/Qwen_Qwen3.5-9B-IQ4_NL	5.07	19.498178	0.024696
mradermacher/Qwen3.5-9B.i1-Q5_K_M	6.074	19.706723	0.025498
bartowski/Qwen_Qwen3.5-9B-IQ4_XS	4.846	19.514750	0.025705
eaddario/Qwen3.5-9B-Q5_K	6.024	19.714336	0.026344
Mungert/Qwen3.5-9B-iq4_nl	4.972	19.562374	0.026716
mradermacher/Qwen3.5-9B.i1-Q5_K_S	5.872	19.725820	0.027342
Mungert/Qwen3.5-9B-iq4_xs	4.743	19.594639	0.027766
mradermacher/Qwen3.5-9B.i1-IQ4_NL	4.952	19.591508	0.027867
mradermacher/Qwen3.5-9B.i1-IQ4_XS	4.722	19.621767	0.028870
ZeroWw/Qwen3.5-9B.q5_k	8.435	19.830399	0.031931
byteshape/Qwen3.5-9B-Q5_K_S-4.75bpw	4.958	19.681021	0.032144
AaryanK/Qwen3.5-9B.q5_k_m	6.074	19.846397	0.032233
DevQuasar/Qwen.Qwen3.5-9B.Q5_K_M	6.074	19.852639	0.032304
eaddario/Qwen3.5-9B-Q4_K-B	5.485	19.858831	0.033141
AaryanK/Qwen3.5-9B.q5_1	6.334	19.748779	0.034313
Mungert/Qwen3.5-9B-q4_k_m	5.564	19.841286	0.034431
AaryanK/Qwen3.5-9B.q5_k_s	5.872	19.864724	0.034770
DevQuasar/Qwen.Qwen3.5-9B.Q5_K_S	5.872	19.882870	0.034819
eaddario/Qwen3.5-9B-Q4_K-U	5.29	19.912657	0.036301
llmware/Qwen3.5-9B-Q4_K_M	5.29	19.854865	0.036925
unsloth/Qwen3.5-9B-Q4_K_M	5.29	19.859386	0.037104
eaddario/Qwen3.5-9B-Q4_K	5.243	19.959778	0.037505
eaddario/Qwen3.5-9B-Q4_K_M-naive	5.243	19.898625	0.038486
byteshape/Qwen3.5-9B-Q5_K_S-4.60bpw	4.802	19.790823	0.038704
mradermacher/Qwen3.5-9B.i1-Q4_K_M	5.241	19.908672	0.039594
unsloth/Qwen3.5-9B-Q4_K_S	5.024	19.908924	0.040750
byteshape/Qwen3.5-9B-IQ4_XS-4.43bpw	4.626	19.800843	0.041636
unsloth/Qwen3.5-9B-Q4_1	5.436	19.903143	0.042209
unsloth/Qwen3.5-9B-IQ4_NL	5.002	19.937468	0.042506
mradermacher/Qwen3.5-9B.i1-Q4_K_S	4.974	19.977873	0.043795
unsloth/Qwen3.5-9B-IQ4_XS	4.814	19.952831	0.043811
bartowski/Qwen_Qwen3.5-9B-Q4_0	5.074	19.864063	0.044698
mradermacher/Qwen3.5-9B.i1-Q4_1	5.41	19.993730	0.044785
unsloth/Qwen3.5-9B-UD-Q3_K_XL	4.707	19.833348	0.046158
steampunque/Qwen3.5-9B.Q4_K_H	5.663	19.988807	0.047851
byteshape/Qwen3.5-9B-IQ4_XS-4.20bpw	4.384	19.994381	0.051704
mradermacher/Qwen3.5-9B.i1-Q4_0	4.96	20.031403	0.052661
bartowski/Qwen_Qwen3.5-9B-Q3_K_XL	5.556	20.092393	0.058763
Mungert/Qwen3.5-9B-iq3_s	4.418	20.059272	0.059535
Mungert/Qwen3.5-9B-iq3_m	4.418	20.072130	0.059772
ZeroWw/Qwen3.5-9B.q8q4	5.944	20.261738	0.060661
DevQuasar/Qwen.Qwen3.5-9B.Q4_K_M	5.241	20.299136	0.062447
AaryanK/Qwen3.5-9B.q4_k_m	5.241	20.273619	0.062641
bartowski/Qwen_Qwen3.5-9B-Q3_K_L	4.727	20.110764	0.062688
lmstudio-community/Qwen3.5-9B-Q4_K_M	5.241	20.284701	0.063009
unsloth/Qwen3.5-9B-Q4_0	5.01	20.336317	0.064799
bartowski/Qwen_Qwen3.5-9B-Q3_K_M	4.533	20.152567	0.067070
AaryanK/Qwen3.5-9B.q4_0	4.948	20.244066	0.067778
AaryanK/Qwen3.5-9B.q4_k_s	4.974	20.421610	0.071165
DevQuasar/Qwen.Qwen3.5-9B.Q4_K_S	4.974	20.425910	0.071280
Mungert/Qwen3.5-9B-q3_k_m	4.861	20.419780	0.073549
eaddario/Qwen3.5-9B-Q3_K	4.306	20.544374	0.075912
bartowski/Qwen_Qwen3.5-9B-IQ3_M	4.349	20.411438	0.076311
Mungert/Qwen3.5-9B-iq3_xs	4.289	20.262784	0.076315
keyuan01/qwen3.5-9b-mix	4.508	20.462178	0.082440
mradermacher/Qwen3.5-9B.i1-Q3_K_L	4.493	20.475629	0.082614
AaryanK/Qwen3.5-9B.q4_1	5.41	20.693102	0.084915
mradermacher/Qwen3.5-9B.i1-Q3_K_M	4.299	20.565871	0.087404
bartowski/Qwen_Qwen3.5-9B-IQ3_XS	4.197	20.598822	0.087739
mradermacher/Qwen3.5-9B.i1-IQ3_M	4.112	20.568608	0.087748
unsloth/Qwen3.5-9B-Q3_K_M	4.353	20.668516	0.088135
Mungert/Qwen3.5-9B-iq3_xxs	3.982	20.749878	0.094229
mradermacher/Qwen3.5-9B.i1-IQ3_S	3.971	20.694098	0.094688
byteshape/Qwen3.5-9B-Q4_K_S-3.92bpw	4.095	20.856006	0.100597
bartowski/Qwen_Qwen3.5-9B-Q3_K_S	4.3	20.918237	0.101205
mradermacher/Qwen3.5-9B.i1-IQ3_XS	3.852	20.825952	0.105562
AaryanK/Qwen3.5-9B.q3_k_l	4.493	21.068526	0.109296
DevQuasar/Qwen.Qwen3.5-9B.Q3_K_L	4.493	21.070038	0.109460
bartowski/Qwen_Qwen3.5-9B-IQ3_XXS	4.052	21.074602	0.113778
DevQuasar/Qwen.Qwen3.5-9B.Q3_K_M	4.299	21.186911	0.117853
unsloth/Qwen3.5-9B-UD-IQ3_XXS	3.74	21.337685	0.122042
byteshape/Qwen3.5-9B-IQ4_XS-3.60bpw	3.766	21.935245	0.142608
mradermacher/Qwen3.5-9B.i1-Q3_K_S	3.967	21.834745	0.146521
unsloth/Qwen3.5-9B-Q3_K_S	4.02	22.041631	0.151734
mradermacher/Qwen3.5-9B.i1-IQ3_XXS	3.533	21.757513	0.155960
Mungert/Qwen3.5-9B-q2_k_m	4.11	22.583041	0.187712
bartowski/Qwen_Qwen3.5-9B-Q2_K_L	4.649	23.033036	0.195621
DevQuasar/Qwen.Qwen3.5-9B.Q3_K_S	3.967	23.241273	0.204858
byteshape/Qwen3.5-9B-IQ3_S-3.15bpw	3.291	23.628691	0.221494
byteshape/Qwen3.5-9B-IQ3_S-3.00bpw	3.137	24.952801	0.278109
byteshape/Qwen3.5-9B-Q3_K_S-3.46bpw	3.614	25.713151	0.310829
byteshape/Qwen3.5-9B-IQ3_S-2.81bpw	2.938	27.095131	0.362968

 SIZE VS KLD RANKINGS - Qwen3.5-9B-bf16

Efficiency Score: √(Normalized Size² + Normalized KLD²) - bolded KLD Score <0.01 - lower is better

Rank	Quantization	Size (GiB)	KLD	Eff. Score
1	mradermacher/Qwen3.5-9B.i1-IQ4_XS	4.722	0.028870	0.209539
2	Mungert/Qwen3.5-9B-iq4_xs	4.743	0.027766	0.210595
3	byteshape/Qwen3.5-9B-IQ4_XS-4.20bpw	4.384	0.051704	0.210931
4	byteshape/Qwen3.5-9B-IQ4_XS-4.43bpw	4.626	0.041636	0.215789
5	bartowski/Qwen_Qwen3.5-9B-IQ4_XS	4.846	0.025705	0.219361
6	Mungert/Qwen3.5-9B-iq3_s	4.418	0.059535	0.228461
7	byteshape/Qwen3.5-9B-Q5_K_S-4.60bpw	4.802	0.038704	0.228678
8	Mungert/Qwen3.5-9B-iq3_m	4.418	0.059772	0.228923
9	unsloth/Qwen3.5-9B-UD-Q3_K_XL	4.707	0.046158	0.229921
10	mradermacher/Qwen3.5-9B.i1-IQ4_NL	4.952	0.027867	0.232240
11	Mungert/Qwen3.5-9B-iq4_nl	4.972	0.026716	0.233334
12	unsloth/Qwen3.5-9B-IQ4_XS	4.814	0.043811	0.236552
13	byteshape/Qwen3.5-9B-Q5_K_S-4.75bpw	4.958	0.032144	0.236871
14	bartowski/Qwen_Qwen3.5-9B-IQ4_NL	5.070	0.024696	0.242012
15	mradermacher/Qwen3.5-9B.i1-Q4_K_S	4.974	0.043795	0.251854
16	bartowski/Qwen_Qwen3.5-9B-Q3_K_M	4.533	0.067070	0.252138
17	bartowski/Qwen_Qwen3.5-9B-Q4_K_S	5.197	0.020576	0.252761
18	unsloth/Qwen3.5-9B-IQ4_NL	5.002	0.042506	0.252937
19	unsloth/Qwen3.5-9B-Q4_K_S	5.024	0.040750	0.252950
20	Mungert/Qwen3.5-9B-iq3_xs	4.289	0.076315	0.254829
21	eaddario/Qwen3.5-9B-Q3_K	4.306	0.075912	0.255008
22	byteshape/Qwen3.5-9B-IQ4_XS-4.98bpw	5.198	0.024250	0.255212
23	bartowski/Qwen_Qwen3.5-9B-IQ3_M	4.349	0.076311	0.258679
24	bartowski/Qwen_Qwen3.5-9B-Q3_K_L	4.727	0.062688	0.259151
25	bartowski/Qwen_Qwen3.5-9B-Q4_0	5.074	0.044698	0.262704
26	mradermacher/Qwen3.5-9B.i1-Q4_0	4.960	0.052661	0.262913
27	byteshape/Qwen3.5-9B-Q5_K_S-5.10bpw	5.329	0.023510	0.268630
28	eaddario/Qwen3.5-9B-Q4_K	5.243	0.037505	0.271296
29	mradermacher/Qwen3.5-9B.i1-IQ3_M	4.112	0.087748	0.271508
30	eaddario/Qwen3.5-9B-Q4_K_M-naive	5.243	0.038486	0.272310
31	mradermacher/Qwen3.5-9B.i1-Q4_K_M	5.241	0.039594	0.273283
32	eaddario/Qwen3.5-9B-Q4_K-U	5.290	0.036301	0.274885
33	llmware/Qwen3.5-9B-Q4_K_M	5.290	0.036925	0.275498
34	unsloth/Qwen3.5-9B-Q4_K_M	5.290	0.037104	0.275676
35	bartowski/Qwen_Qwen3.5-9B-IQ3_XS	4.197	0.087739	0.276002
36	mradermacher/Qwen3.5-9B.i1-Q3_K_M	4.299	0.087404	0.280946
37	Mungert/Qwen3.5-9B-iq3_xxs	3.982	0.094229	0.281356
38	bartowski/Qwen_Qwen3.5-9B-Q4_K_M	5.485	0.016754	0.281813
39	mradermacher/Qwen3.5-9B.i1-IQ3_S	3.971	0.094688	0.282033
40	mradermacher/Qwen3.5-9B.i1-Q3_K_L	4.493	0.082614	0.282064
41	keyuan01/qwen3.5-9b-mix	4.508	0.082440	0.282674
42	unsloth/Qwen3.5-9B-Q3_K_M	4.353	0.088135	0.285815
43	AaryanK/Qwen3.5-9B.q4_0	4.948	0.067778	0.286669
44	unsloth/Qwen3.5-9B-Q4_0	5.010	0.064799	0.286779
45	bartowski/Qwen_Qwen3.5-9B-Q4_1	5.512	0.023208	0.287966
46	unsloth/Qwen3.5-9B-UD-Q4_K_XL	5.556	0.015238	0.288895
47	Mungert/Qwen3.5-9B-q3_k_m	4.861	0.073549	0.290196
48	eaddario/Qwen3.5-9B-Q4_K-B	5.485	0.033141	0.292174
49	AaryanK/Qwen3.5-9B.q4_k_s	4.974	0.071165	0.294908
50	DevQuasar/Qwen.Qwen3.5-9B.Q4_K_S	4.974	0.071280	0.295117
51	unsloth/Qwen3.5-9B-Q4_1	5.436	0.042209	0.295744
52	mradermacher/Qwen3.5-9B.i1-Q4_1	5.410	0.044785	0.295947
53	Mungert/Qwen3.5-9B-q4_k_m	5.564	0.034431	0.301487
54	byteshape/Qwen3.5-9B-Q4_K_S-3.92bpw	4.095	0.100597	0.302487
55	DevQuasar/Qwen.Qwen3.5-9B.Q4_K_M	5.241	0.062447	0.303452
56	AaryanK/Qwen3.5-9B.q4_k_m	5.241	0.062641	0.303751
57	lmstudio-community/Qwen3.5-9B-Q4_K_M	5.241	0.063009	0.304321
58	mradermacher/Qwen3.5-9B.i1-IQ3_XS	3.852	0.105562	0.305304
59	bartowski/Qwen_Qwen3.5-9B-Q3_K_S	4.300	0.101205	0.314005
60	steampunque/Qwen3.5-9B.Q4_K_H	5.663	0.047851	0.324685
61	AaryanK/Qwen3.5-9B.q5_0	5.872	0.019535	0.324810
62	unsloth/Qwen3.5-9B-Q5_K_S	5.924	0.009137	0.327254
63	bartowski/Qwen_Qwen3.5-9B-Q3_K_XL	5.556	0.058763	0.327527
64	mradermacher/Qwen3.5-9B.i1-Q5_K_S	5.872	0.027342	0.328869
65	AaryanK/Qwen3.5-9B.q5_k_s	5.872	0.034770	0.333982
66	DevQuasar/Qwen.Qwen3.5-9B.Q5_K_S	5.872	0.034819	0.334020
67	bartowski/Qwen_Qwen3.5-9B-IQ3_XXS	4.052	0.113778	0.334185
68	AaryanK/Qwen3.5-9B.q3_k_l	4.493	0.109296	0.343797
69	bartowski/Qwen_Qwen3.5-9B-Q5_K_S	6.078	0.008110	0.343888
70	DevQuasar/Qwen.Qwen3.5-9B.Q3_K_L	4.493	0.109460	0.344191
71	eaddario/Qwen3.5-9B-Q5_K	6.024	0.026344	0.344536
72	unsloth/Qwen3.5-9B-UD-IQ3_XXS	3.740	0.122042	0.345356
73	unsloth/Qwen3.5-9B-Q5_K_M	6.126	0.007290	0.349012
74	mradermacher/Qwen3.5-9B.i1-Q5_K_M	6.074	0.025498	0.349436
75	AaryanK/Qwen3.5-9B.q5_k_m	6.074	0.032233	0.353487
76	DevQuasar/Qwen.Qwen3.5-9B.Q5_K_M	6.074	0.032304	0.353535
77	DevQuasar/Qwen.Qwen3.5-9B.Q3_K_M	4.299	0.117853	0.355143
78	AaryanK/Qwen3.5-9B.q4_1	5.410	0.084915	0.355835
79	bartowski/Qwen_Qwen3.5-9B-Q4_K_L	6.188	0.015064	0.357446
80	unsloth/Qwen3.5-9B-UD-Q5_K_XL	6.281	0.006419	0.365840
81	ZeroWw/Qwen3.5-9B.q8q4	5.944	0.060661	0.367509
82	Mungert/Qwen3.5-9B-q5_k_m	6.336	0.006714	0.371882
83	bartowski/Qwen_Qwen3.5-9B-Q5_K_M	6.392	0.006604	0.377988
84	AaryanK/Qwen3.5-9B.q5_1	6.334	0.034313	0.382466
85	byteshape/Qwen3.5-9B-IQ4_XS-3.60bpw	3.766	0.142608	0.401233
86	mradermacher/Qwen3.5-9B.i1-Q3_K_S	3.967	0.146521	0.417162
87	mradermacher/Qwen3.5-9B.i1-Q6_K	6.854	0.003735	0.428270
88	AaryanK/Qwen3.5-9B.q6_k	6.854	0.004779	0.428327
89	DevQuasar/Qwen.Qwen3.5-9B.Q6_K	6.854	0.004801	0.428328
90	lmstudio-community/Qwen3.5-9B-Q6_K	6.854	0.004905	0.428335
91	Mungert/Qwen3.5-9B-q6_k_m	6.872	0.003609	0.430232
92	eaddario/Qwen3.5-9B-Q6_K	6.854	0.021010	0.431700
93	unsloth/Qwen3.5-9B-Q3_K_S	4.020	0.151734	0.432604
94	mradermacher/Qwen3.5-9B.i1-IQ3_XXS	3.533	0.155960	0.432711
95	unsloth/Qwen3.5-9B-Q6_K	6.946	0.003080	0.438303
96	bartowski/Qwen_Qwen3.5-9B-Q5_K_L	6.976	0.006068	0.441758
97	bartowski/Qwen_Qwen3.5-9B-Q6_K	7.134	0.002813	0.458852
98	bartowski/Qwen_Qwen3.5-9B-Q6_K_L	7.592	0.002371	0.508922
99	Mungert/Qwen3.5-9B-q2_k_m	4.110	0.187712	0.531250
100	bartowski/Qwen_Qwen3.5-9B-Q2_K_L	4.649	0.195621	0.569058
101	unsloth/Qwen3.5-9B-UD-Q6_K_XL	8.156	0.001910	0.570588
102	DevQuasar/Qwen.Qwen3.5-9B.Q3_K_S	3.967	0.204858	0.574089
103	ZeroWw/Qwen3.5-9B.q5_k	8.435	0.031931	0.607067
104	byteshape/Qwen3.5-9B-IQ3_S-3.15bpw	3.291	0.221494	0.610162
105	eaddario/Qwen3.5-9B-Q8_0	8.873	0.001198	0.648989
106	lmstudio-community/Qwen3.5-9B-Q8_0	8.873	0.001410	0.648989
107	ZeroWw/Qwen3.5-9B.q8_p	8.873	0.001412	0.648989
108	unsloth/Qwen3.5-9B-Q8_0	8.873	0.001433	0.648989
109	AaryanK/Qwen3.5-9B.q8_0	8.873	0.001445	0.648989
110	DevQuasar/Qwen.Qwen3.5-9B.Q8_0	8.873	0.001464	0.648989
111	bartowski/Qwen_Qwen3.5-9B-Q8_0	8.890	0.001405	0.650848
112	ZeroWw/Qwen3.5-9B.q6_k	9.089	0.004625	0.672675
113	byteshape/Qwen3.5-9B-IQ3_S-3.00bpw	3.137	0.278109	0.765743
114	ZeroWw/Qwen3.5-9B.q8_0	10.649	0.001679	0.843194
115	byteshape/Qwen3.5-9B-Q3_K_S-3.46bpw	3.614	0.310829	0.859064
116	byteshape/Qwen3.5-9B-IQ3_S-2.81bpw	2.938	0.362968	1.000000
117	unsloth/Qwen3.5-9B-UD-Q8_K_XL	12.083	0.001243	1.000000