Hugging Face's logo

Datasets:
w-ahmad
/
test2

Modalities:
Image
Text
Formats:
text
Size:
< 1K
Libraries:
Datasets
Dataset card Data Studio Files
xet
 Community
w-ahmad commited on
Commit
906db39
·
verified ·
1 Parent(s): 10feae5

Upload evaluation/ce_results.txt with huggingface_hub

Browse files
Files changed (1) hide show
  1. evaluation/ce_results.txt +202 -202
evaluation/ce_results.txt CHANGED
@@ -11,21 +11,21 @@ Metrics: CE_Mean_KLD | CE_990_KLD | CE_999_KLD | CE_Cor_PPL | CE_Average
11
  --- FULL CE REPORT (ATTN_OUTPUT) ---
12
 
13
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
14
- Qwen3.5-9B-MoQ-attn_output-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
15
- Qwen3.5-9B-MoQ-attn_output-IQ1_M.gguf 1.750000 0.822037 0.773930 0.779591 0.893443 0.817250
16
- Qwen3.5-9B-MoQ-attn_output-IQ2_XXS.gguf 2.062500 0.538033 0.466511 0.484145 0.500000 0.497172
17
- Qwen3.5-9B-MoQ-attn_output-IQ2_XS.gguf 2.312500 0.430213 0.357663 0.494144 0.442623 0.431161
18
- Qwen3.5-9B-MoQ-attn_output-IQ2_S.gguf 2.562500 0.341086 0.287849 0.404873 0.360656 0.348616
19
- Qwen3.5-9B-MoQ-attn_output-Q2_K.gguf 2.625000 0.341490 0.286285 0.341238 0.327869 0.324221
20
- Qwen3.5-9B-MoQ-attn_output-Q3_K.gguf 3.437500 0.155613 0.112735 0.213811 0.163934 0.161523
21
- Qwen3.5-9B-MoQ-attn_output-IQ3_XXS.gguf 3.062500 0.151486 0.114855 0.161679 0.147541 0.143890
22
- Qwen3.5-9B-MoQ-attn_output-IQ3_S.gguf 3.437500 0.118421 0.092808 0.136208 0.114754 0.115548
23
- Qwen3.5-9B-MoQ-attn_output-IQ4_XS.gguf 4.250000 0.048084 0.032847 0.041814 0.065574 0.047080
24
- Qwen3.5-9B-MoQ-attn_output-IQ4_NL.gguf 4.500000 0.045786 0.031087 0.034924 0.057377 0.042294
25
- Qwen3.5-9B-MoQ-attn_output-Q4_K.gguf 4.500000 0.041966 0.030898 0.045651 0.049180 0.041924
26
- Qwen3.5-9B-MoQ-attn_output-Q5_K.gguf 5.500000 0.024552 0.017335 0.018826 0.032787 0.023375
27
- Qwen3.5-9B-MoQ-attn_output-Q8_0.gguf 8.500000 0.020441 0.011895 0.010460 0.032787 0.018896
28
- Qwen3.5-9B-MoQ-attn_output-Q6_K.gguf 6.562500 0.020959 0.012825 0.008868 0.032787 0.018860
29
 
30
  --- SPEARMAN CORRELATION MATRIX (ATTN_OUTPUT) ---
31
 
@@ -50,21 +50,21 @@ CE_Cor_PPL 0.997400 0.995500 0.991600 1.000000
50
  --- FULL CE REPORT (FFN_GATE) ---
51
 
52
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
53
- Qwen3.5-9B-MoQ-ffn_gate-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
54
- Qwen3.5-9B-MoQ-ffn_gate-IQ1_M.gguf 1.750000 0.780141 0.809580 0.789148 0.792135 0.792751
55
- Qwen3.5-9B-MoQ-ffn_gate-IQ2_XXS.gguf 2.062500 0.443087 0.507692 0.568367 0.469101 0.497062
56
- Qwen3.5-9B-MoQ-ffn_gate-IQ2_XS.gguf 2.312500 0.345403 0.392193 0.428063 0.362360 0.382005
57
- Qwen3.5-9B-MoQ-ffn_gate-Q2_K.gguf 2.625000 0.284484 0.285729 0.332174 0.269663 0.293013
58
- Qwen3.5-9B-MoQ-ffn_gate-IQ2_S.gguf 2.562500 0.231165 0.246343 0.274909 0.255618 0.252009
59
- Qwen3.5-9B-MoQ-ffn_gate-IQ3_XXS.gguf 3.062500 0.130919 0.124785 0.191519 0.115169 0.140598
60
- Qwen3.5-9B-MoQ-ffn_gate-Q3_K.gguf 3.437500 0.094064 0.089593 0.133316 0.095506 0.103120
61
- Qwen3.5-9B-MoQ-ffn_gate-IQ3_S.gguf 3.437500 0.077589 0.069821 0.084124 0.073034 0.076142
62
- Qwen3.5-9B-MoQ-ffn_gate-Q4_K.gguf 4.500000 0.034483 0.024414 0.039089 0.030899 0.032221
63
- Qwen3.5-9B-MoQ-ffn_gate-IQ4_XS.gguf 4.250000 0.028695 0.021907 0.028337 0.028090 0.026757
64
- Qwen3.5-9B-MoQ-ffn_gate-IQ4_NL.gguf 4.500000 0.027586 0.020633 0.030127 0.028090 0.026609
65
- Qwen3.5-9B-MoQ-ffn_gate-Q5_K.gguf 5.500000 0.016063 0.009032 0.021059 0.014045 0.015050
66
- Qwen3.5-9B-MoQ-ffn_gate-Q6_K.gguf 6.562500 0.007628 0.004335 0.004915 0.011236 0.007029
67
- Qwen3.5-9B-MoQ-ffn_gate-Q8_0.gguf 8.500000 0.006885 0.003521 0.003149 0.008427 0.005496
68
 
69
  --- SPEARMAN CORRELATION MATRIX (FFN_GATE) ---
70
 
@@ -89,21 +89,21 @@ CE_Cor_PPL 0.999300 0.999100 0.993900 1.000000
89
  --- FULL CE REPORT (FFN_UP) ---
90
 
91
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
92
- Qwen3.5-9B-MoQ-ffn_up-IQ1_S.gguf 1.562500 1.000000 1.000000 0.897159 1.000000 0.974290
93
- Qwen3.5-9B-MoQ-ffn_up-IQ1_M.gguf 1.750000 0.813467 0.873700 1.000000 0.814181 0.875337
94
- Qwen3.5-9B-MoQ-ffn_up-IQ2_XXS.gguf 2.062500 0.486976 0.481188 0.849556 0.476773 0.573623
95
- Qwen3.5-9B-MoQ-ffn_up-IQ2_XS.gguf 2.312500 0.370856 0.376088 0.532413 0.376528 0.413971
96
- Qwen3.5-9B-MoQ-ffn_up-Q2_K.gguf 2.625000 0.299314 0.291903 0.635949 0.298289 0.381364
97
- Qwen3.5-9B-MoQ-ffn_up-IQ2_S.gguf 2.562500 0.274159 0.264447 0.512705 0.278729 0.332510
98
- Qwen3.5-9B-MoQ-ffn_up-Q3_K.gguf 3.437500 0.160230 0.139319 0.452590 0.163814 0.228988
99
- Qwen3.5-9B-MoQ-ffn_up-IQ3_XXS.gguf 3.062500 0.135911 0.137644 0.191603 0.149144 0.153576
100
- Qwen3.5-9B-MoQ-ffn_up-IQ3_S.gguf 3.437500 0.096027 0.086791 0.109329 0.095355 0.096875
101
- Qwen3.5-9B-MoQ-ffn_up-IQ4_XS.gguf 4.250000 0.038618 0.027788 0.044573 0.041565 0.038136
102
- Qwen3.5-9B-MoQ-ffn_up-IQ4_NL.gguf 4.500000 0.037598 0.028068 0.041525 0.041565 0.037189
103
- Qwen3.5-9B-MoQ-ffn_up-Q4_K.gguf 4.500000 0.026506 0.023255 0.037926 0.036675 0.031090
104
- Qwen3.5-9B-MoQ-ffn_up-Q5_K.gguf 5.500000 0.011971 0.009607 0.014953 0.014670 0.012800
105
- Qwen3.5-9B-MoQ-ffn_up-Q6_K.gguf 6.562500 0.008174 0.004364 0.010501 0.012225 0.008816
106
- Qwen3.5-9B-MoQ-ffn_up-Q8_0.gguf 8.500000 0.005941 0.003523 0.005988 0.009780 0.006308
107
 
108
  --- SPEARMAN CORRELATION MATRIX (FFN_UP) ---
109
 
@@ -128,21 +128,21 @@ CE_Cor_PPL 0.999900 0.998900 0.915900 1.000000
128
  --- FULL CE REPORT (SSM_ALPHA) ---
129
 
130
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
131
- Qwen3.5-9B-MoQ-ssm_alpha-IQ2_XXS.gguf 2.062500 1.000000 0.977030 1.000000 1.000000 0.994258
132
- Qwen3.5-9B-MoQ-ssm_alpha-IQ2_XS.gguf 2.312500 0.941413 1.000000 0.711815 0.952381 0.901402
133
- Qwen3.5-9B-MoQ-ssm_alpha-IQ2_S.gguf 2.562500 0.771529 0.784821 0.490898 0.857143 0.726098
134
- Qwen3.5-9B-MoQ-ssm_alpha-IQ1_S.gguf 1.562500 0.839816 0.835037 0.432105 0.761905 0.717216
135
- Qwen3.5-9B-MoQ-ssm_alpha-IQ1_M.gguf 1.750000 0.698148 0.647239 0.454200 0.666667 0.616564
136
- Qwen3.5-9B-MoQ-ssm_alpha-Q3_K.gguf 3.437500 0.291663 0.331879 0.178320 0.428571 0.307608
137
- Qwen3.5-9B-MoQ-ssm_alpha-IQ3_XXS.gguf 3.062500 0.257764 0.231228 0.164182 0.333333 0.246627
138
- Qwen3.5-9B-MoQ-ssm_alpha-IQ3_S.gguf 3.437500 0.235623 0.247663 0.211862 0.285714 0.245216
139
- Qwen3.5-9B-MoQ-ssm_alpha-Q2_K.gguf 2.625000 0.233173 0.115622 0.087664 0.238095 0.168639
140
- Qwen3.5-9B-MoQ-ssm_alpha-IQ4_XS.gguf 4.250000 0.135789 0.104138 0.038254 0.190476 0.117164
141
- Qwen3.5-9B-MoQ-ssm_alpha-IQ4_NL.gguf 4.500000 0.134516 0.104592 0.038101 0.190476 0.116921
142
- Qwen3.5-9B-MoQ-ssm_alpha-Q5_K.gguf 5.500000 0.136769 0.092468 0.031878 0.190476 0.112898
143
- Qwen3.5-9B-MoQ-ssm_alpha-Q6_K.gguf 6.562500 0.120604 0.093865 0.030367 0.190476 0.108828
144
- Qwen3.5-9B-MoQ-ssm_alpha-Q4_K.gguf 4.500000 0.116391 0.089605 0.018836 0.190476 0.103827
145
- Qwen3.5-9B-MoQ-ssm_alpha-Q8_0.gguf 8.500000 0.110023 0.090447 0.019355 0.142857 0.090670
146
 
147
  --- SPEARMAN CORRELATION MATRIX (SSM_ALPHA) ---
148
 
@@ -167,21 +167,21 @@ CE_Cor_PPL 0.990200 0.993400 0.956700 1.000000
167
  --- FULL CE REPORT (ATTN_Q) ---
168
 
169
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
170
- Qwen3.5-9B-MoQ-attn_q-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
171
- Qwen3.5-9B-MoQ-attn_q-IQ1_M.gguf 1.750000 0.770020 0.674391 0.762269 0.728155 0.733709
172
- Qwen3.5-9B-MoQ-attn_q-IQ2_XXS.gguf 2.062500 0.465032 0.396128 0.356572 0.398058 0.403947
173
- Qwen3.5-9B-MoQ-attn_q-IQ2_XS.gguf 2.312500 0.363717 0.305292 0.367549 0.349515 0.346518
174
- Qwen3.5-9B-MoQ-attn_q-IQ2_S.gguf 2.562500 0.231985 0.227330 0.206382 0.252427 0.229531
175
- Qwen3.5-9B-MoQ-attn_q-Q2_K.gguf 2.625000 0.197814 0.181093 0.112404 0.213592 0.176226
176
- Qwen3.5-9B-MoQ-attn_q-IQ3_XXS.gguf 3.062500 0.133088 0.108252 0.116154 0.135922 0.123354
177
- Qwen3.5-9B-MoQ-attn_q-Q3_K.gguf 3.437500 0.125696 0.081215 0.095728 0.116505 0.104786
178
- Qwen3.5-9B-MoQ-attn_q-IQ3_S.gguf 3.437500 0.084446 0.068924 0.069457 0.097087 0.079979
179
- Qwen3.5-9B-MoQ-attn_q-Q4_K.gguf 4.500000 0.052162 0.025795 0.031693 0.067961 0.044403
180
- Qwen3.5-9B-MoQ-attn_q-IQ4_XS.gguf 4.250000 0.037947 0.024479 0.030820 0.048544 0.035447
181
- Qwen3.5-9B-MoQ-attn_q-IQ4_NL.gguf 4.500000 0.037298 0.023190 0.026531 0.048544 0.033891
182
- Qwen3.5-9B-MoQ-attn_q-Q5_K.gguf 5.500000 0.037514 0.019044 0.024359 0.048544 0.032365
183
- Qwen3.5-9B-MoQ-attn_q-Q6_K.gguf 6.562500 0.025088 0.014502 0.014452 0.038835 0.023219
184
- Qwen3.5-9B-MoQ-attn_q-Q8_0.gguf 8.500000 0.023712 0.014007 0.008522 0.038835 0.021269
185
 
186
  --- SPEARMAN CORRELATION MATRIX (ATTN_Q) ---
187
 
@@ -206,21 +206,21 @@ CE_Cor_PPL 0.997400 0.998900 0.995800 1.000000
206
  --- FULL CE REPORT (ATTN_QKV) ---
207
 
208
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
209
- Qwen3.5-9B-MoQ-attn_qkv-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
210
- Qwen3.5-9B-MoQ-attn_qkv-IQ1_M.gguf 1.750000 0.784768 0.775723 0.800805 0.747253 0.777137
211
- Qwen3.5-9B-MoQ-attn_qkv-IQ2_XXS.gguf 2.062500 0.550167 0.574579 0.637775 0.615385 0.594476
212
- Qwen3.5-9B-MoQ-attn_qkv-IQ2_XS.gguf 2.312500 0.413440 0.373761 0.442196 0.423077 0.413119
213
- Qwen3.5-9B-MoQ-attn_qkv-Q3_K.gguf 3.437500 0.341262 0.288359 0.381426 0.379121 0.347542
214
- Qwen3.5-9B-MoQ-attn_qkv-IQ2_S.gguf 2.562500 0.305853 0.282199 0.284965 0.269231 0.285562
215
- Qwen3.5-9B-MoQ-attn_qkv-Q2_K.gguf 2.625000 0.281530 0.263281 0.173756 0.252747 0.242829
216
- Qwen3.5-9B-MoQ-attn_qkv-IQ3_XXS.gguf 3.062500 0.170717 0.145065 0.120818 0.153846 0.147611
217
- Qwen3.5-9B-MoQ-attn_qkv-IQ3_S.gguf 3.437500 0.118170 0.087762 0.057730 0.104396 0.092014
218
- Qwen3.5-9B-MoQ-attn_qkv-IQ4_NL.gguf 4.500000 0.046884 0.037243 0.033235 0.060440 0.044450
219
- Qwen3.5-9B-MoQ-attn_qkv-IQ4_XS.gguf 4.250000 0.046300 0.038749 0.036998 0.054945 0.044248
220
- Qwen3.5-9B-MoQ-attn_qkv-Q4_K.gguf 4.500000 0.044252 0.033286 0.025387 0.043956 0.036720
221
- Qwen3.5-9B-MoQ-attn_qkv-Q5_K.gguf 5.500000 0.022950 0.016501 0.019707 0.027473 0.021658
222
- Qwen3.5-9B-MoQ-attn_qkv-Q6_K.gguf 6.562500 0.016783 0.011128 0.006711 0.027473 0.015524
223
- Qwen3.5-9B-MoQ-attn_qkv-Q8_0.gguf 8.500000 0.014106 0.009480 0.010307 0.016484 0.012594
224
 
225
  --- SPEARMAN CORRELATION MATRIX (ATTN_QKV) ---
226
 
@@ -245,21 +245,21 @@ CE_Cor_PPL 0.996000 0.995700 0.996600 1.000000
245
  --- FULL CE REPORT (ATTN_K) ---
246
 
247
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
248
- Qwen3.5-9B-MoQ-attn_k-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 0.970588 0.992647
249
- Qwen3.5-9B-MoQ-attn_k-IQ1_M.gguf 1.750000 0.741790 0.696292 0.599913 1.000000 0.759499
250
- Qwen3.5-9B-MoQ-attn_k-IQ2_XXS.gguf 2.062500 0.535425 0.431698 0.386708 0.705882 0.514928
251
- Qwen3.5-9B-MoQ-attn_k-IQ2_XS.gguf 2.312500 0.393371 0.311980 0.277909 0.323529 0.326697
252
- Qwen3.5-9B-MoQ-attn_k-IQ2_S.gguf 2.562500 0.344466 0.250324 0.302192 0.323529 0.305128
253
- Qwen3.5-9B-MoQ-attn_k-Q2_K.gguf 2.625000 0.228056 0.229971 0.247553 0.441176 0.286689
254
- Qwen3.5-9B-MoQ-attn_k-Q3_K.gguf 3.437500 0.187411 0.123893 0.169863 0.235294 0.179115
255
- Qwen3.5-9B-MoQ-attn_k-IQ3_XXS.gguf 3.062500 0.140787 0.111665 0.118770 0.176471 0.136923
256
- Qwen3.5-9B-MoQ-attn_k-IQ3_S.gguf 3.437500 0.123961 0.087223 0.104414 0.205882 0.130370
257
- Qwen3.5-9B-MoQ-attn_k-IQ4_XS.gguf 4.250000 0.077336 0.052647 0.078945 0.117647 0.081644
258
- Qwen3.5-9B-MoQ-attn_k-Q5_K.gguf 5.500000 0.070748 0.047898 0.043537 0.147059 0.077311
259
- Qwen3.5-9B-MoQ-attn_k-IQ4_NL.gguf 4.500000 0.073991 0.049962 0.060842 0.117647 0.075611
260
- Qwen3.5-9B-MoQ-attn_k-Q4_K.gguf 4.500000 0.078198 0.052500 0.044172 0.117647 0.073129
261
- Qwen3.5-9B-MoQ-attn_k-Q6_K.gguf 6.562500 0.059345 0.040333 0.027573 0.117647 0.061225
262
- Qwen3.5-9B-MoQ-attn_k-Q8_0.gguf 8.500000 0.058534 0.040271 0.026288 0.117647 0.060685
263
 
264
  --- SPEARMAN CORRELATION MATRIX (ATTN_K) ---
265
 
@@ -284,21 +284,21 @@ CE_Cor_PPL 0.958600 0.956200 0.930700 1.000000
284
  --- FULL CE REPORT (FFN_DOWN) ---
285
 
286
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
287
- Qwen3.5-9B-MoQ-ffn_down-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
288
- Qwen3.5-9B-MoQ-ffn_down-IQ1_M.gguf 1.750000 0.845180 0.859683 0.850378 0.875000 0.857561
289
- Qwen3.5-9B-MoQ-ffn_down-IQ2_XXS.gguf 2.062500 0.482995 0.506710 0.703355 0.496094 0.547288
290
- Qwen3.5-9B-MoQ-ffn_down-IQ2_XS.gguf 2.312500 0.348001 0.361191 0.449439 0.343750 0.375595
291
- Qwen3.5-9B-MoQ-ffn_down-Q2_K.gguf 2.625000 0.304470 0.341999 0.471561 0.314453 0.358121
292
- Qwen3.5-9B-MoQ-ffn_down-IQ2_S.gguf 2.562500 0.262560 0.277879 0.377767 0.259766 0.294493
293
- Qwen3.5-9B-MoQ-ffn_down-IQ3_XXS.gguf 3.062500 0.131563 0.137830 0.199719 0.126953 0.149017
294
- Qwen3.5-9B-MoQ-ffn_down-Q3_K.gguf 3.437500 0.104169 0.101556 0.140515 0.095703 0.110486
295
- Qwen3.5-9B-MoQ-ffn_down-IQ3_S.gguf 3.437500 0.080838 0.087163 0.132031 0.080078 0.095027
296
- Qwen3.5-9B-MoQ-ffn_down-IQ4_NL.gguf 4.500000 0.028091 0.026789 0.039030 0.029297 0.030802
297
- Qwen3.5-9B-MoQ-ffn_down-Q4_K.gguf 4.500000 0.030305 0.025971 0.031508 0.031250 0.029759
298
- Qwen3.5-9B-MoQ-ffn_down-IQ4_XS.gguf 4.250000 0.027607 0.026438 0.032913 0.027344 0.028576
299
- Qwen3.5-9B-MoQ-ffn_down-Q5_K.gguf 5.500000 0.015578 0.009384 0.015341 0.015625 0.013982
300
- Qwen3.5-9B-MoQ-ffn_down-Q6_K.gguf 6.562500 0.005960 0.003658 0.006834 0.007813 0.006066
301
- Qwen3.5-9B-MoQ-ffn_down-Q8_0.gguf 8.500000 0.004610 0.002872 0.004286 0.005859 0.004407
302
 
303
  --- SPEARMAN CORRELATION MATRIX (FFN_DOWN) ---
304
 
@@ -323,21 +323,21 @@ CE_Cor_PPL 0.999700 0.999400 0.978500 1.000000
323
  --- FULL CE REPORT (ATTN_GATE) ---
324
 
325
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
326
- Qwen3.5-9B-MoQ-attn_gate-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
327
- Qwen3.5-9B-MoQ-attn_gate-IQ1_M.gguf 1.750000 0.702512 0.637861 0.565600 0.715909 0.655471
328
- Qwen3.5-9B-MoQ-attn_gate-IQ2_XXS.gguf 2.062500 0.360499 0.254621 0.439225 0.346591 0.350234
329
- Qwen3.5-9B-MoQ-attn_gate-IQ2_XS.gguf 2.312500 0.351580 0.254260 0.479426 0.289773 0.343760
330
- Qwen3.5-9B-MoQ-attn_gate-IQ2_S.gguf 2.562500 0.244855 0.163164 0.309165 0.210227 0.231853
331
- Qwen3.5-9B-MoQ-attn_gate-Q2_K.gguf 2.625000 0.213491 0.156667 0.142355 0.170455 0.170742
332
- Qwen3.5-9B-MoQ-attn_gate-IQ3_S.gguf 3.437500 0.136278 0.079493 0.167056 0.102273 0.121275
333
- Qwen3.5-9B-MoQ-attn_gate-Q3_K.gguf 3.437500 0.122454 0.083418 0.102771 0.102273 0.102729
334
- Qwen3.5-9B-MoQ-attn_gate-IQ3_XXS.gguf 3.062500 0.123225 0.082820 0.075365 0.096591 0.094500
335
- Qwen3.5-9B-MoQ-attn_gate-Q4_K.gguf 4.500000 0.041350 0.024041 0.040034 0.051136 0.039140
336
- Qwen3.5-9B-MoQ-attn_gate-Q5_K.gguf 5.500000 0.036458 0.017277 0.027858 0.056818 0.034603
337
- Qwen3.5-9B-MoQ-attn_gate-IQ4_XS.gguf 4.250000 0.032269 0.019681 0.026810 0.039773 0.029633
338
- Qwen3.5-9B-MoQ-attn_gate-IQ4_NL.gguf 4.500000 0.033593 0.019257 0.022920 0.039773 0.028886
339
- Qwen3.5-9B-MoQ-attn_gate-Q6_K.gguf 6.562500 0.015756 0.008155 0.007337 0.017045 0.012074
340
- Qwen3.5-9B-MoQ-attn_gate-Q8_0.gguf 8.500000 0.014716 0.008056 0.006413 0.017045 0.011557
341
 
342
  --- SPEARMAN CORRELATION MATRIX (ATTN_GATE) ---
343
 
@@ -362,21 +362,21 @@ CE_Cor_PPL 0.996400 0.996000 0.963500 1.000000
362
  --- FULL CE REPORT (SSM_OUT) ---
363
 
364
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
365
- Qwen3.5-9B-MoQ-ssm_out-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
366
- Qwen3.5-9B-MoQ-ssm_out-IQ1_M.gguf 1.750000 0.750772 0.743122 0.696633 0.733577 0.731026
367
- Qwen3.5-9B-MoQ-ssm_out-Q2_K.gguf 2.625000 0.443602 0.467768 0.533337 0.514599 0.489826
368
- Qwen3.5-9B-MoQ-ssm_out-IQ2_XXS.gguf 2.062500 0.468223 0.431385 0.486727 0.452555 0.459723
369
- Qwen3.5-9B-MoQ-ssm_out-IQ2_XS.gguf 2.312500 0.365982 0.313170 0.418103 0.343066 0.360080
370
- Qwen3.5-9B-MoQ-ssm_out-Q3_K.gguf 3.437500 0.267119 0.270845 0.343251 0.295620 0.294209
371
- Qwen3.5-9B-MoQ-ssm_out-IQ2_S.gguf 2.562500 0.273654 0.225128 0.185397 0.266423 0.237651
372
- Qwen3.5-9B-MoQ-ssm_out-Q4_K.gguf 4.500000 0.165990 0.173686 0.194967 0.197080 0.182931
373
- Qwen3.5-9B-MoQ-ssm_out-Q5_K.gguf 5.500000 0.164846 0.160638 0.197055 0.208029 0.182642
374
- Qwen3.5-9B-MoQ-ssm_out-IQ3_XXS.gguf 3.062500 0.133806 0.113021 0.109980 0.131387 0.122049
375
- Qwen3.5-9B-MoQ-ssm_out-IQ3_S.gguf 3.437500 0.095870 0.074441 0.097804 0.080292 0.087102
376
- Qwen3.5-9B-MoQ-ssm_out-IQ4_NL.gguf 4.500000 0.049197 0.032069 0.051246 0.047445 0.044989
377
- Qwen3.5-9B-MoQ-ssm_out-IQ4_XS.gguf 4.250000 0.051399 0.032051 0.044295 0.040146 0.041973
378
- Qwen3.5-9B-MoQ-ssm_out-Q6_K.gguf 6.562500 0.023439 0.009894 0.013129 0.021898 0.017090
379
- Qwen3.5-9B-MoQ-ssm_out-Q8_0.gguf 8.500000 0.012946 0.006192 0.008688 0.018248 0.011519
380
 
381
  --- SPEARMAN CORRELATION MATRIX (SSM_OUT) ---
382
 
@@ -401,21 +401,21 @@ CE_Cor_PPL 0.995700 0.998400 0.992000 1.000000
401
  --- FULL CE REPORT (SSM_BETA) ---
402
 
403
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
404
- Qwen3.5-9B-MoQ-ssm_beta-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
405
- Qwen3.5-9B-MoQ-ssm_beta-IQ1_M.gguf 1.750000 0.745848 0.777714 0.629283 0.789474 0.735580
406
- Qwen3.5-9B-MoQ-ssm_beta-IQ2_XXS.gguf 2.062500 0.658277 0.544187 0.404382 0.736842 0.585922
407
- Qwen3.5-9B-MoQ-ssm_beta-IQ2_XS.gguf 2.312500 0.738009 0.465853 0.305356 0.578947 0.522041
408
- Qwen3.5-9B-MoQ-ssm_beta-IQ2_S.gguf 2.562500 0.629706 0.362891 0.254002 0.473684 0.430071
409
- Qwen3.5-9B-MoQ-ssm_beta-IQ3_S.gguf 3.437500 0.234554 0.186120 0.156149 0.315789 0.223153
410
- Qwen3.5-9B-MoQ-ssm_beta-IQ3_XXS.gguf 3.062500 0.266632 0.187874 0.129118 0.263158 0.211695
411
- Qwen3.5-9B-MoQ-ssm_beta-Q2_K.gguf 2.625000 0.207117 0.187620 0.160074 0.210526 0.191334
412
- Qwen3.5-9B-MoQ-ssm_beta-Q3_K.gguf 3.437500 0.198453 0.203707 0.125750 0.210526 0.184609
413
- Qwen3.5-9B-MoQ-ssm_beta-IQ4_NL.gguf 4.500000 0.183909 0.133104 0.062456 0.210526 0.147499
414
- Qwen3.5-9B-MoQ-ssm_beta-IQ4_XS.gguf 4.250000 0.161011 0.129088 0.057000 0.210526 0.139406
415
- Qwen3.5-9B-MoQ-ssm_beta-Q4_K.gguf 4.500000 0.120681 0.127980 0.062713 0.157895 0.117317
416
- Qwen3.5-9B-MoQ-ssm_beta-Q5_K.gguf 5.500000 0.116864 0.128603 0.045724 0.157895 0.112272
417
- Qwen3.5-9B-MoQ-ssm_beta-Q6_K.gguf 6.562500 0.119443 0.117456 0.023709 0.157895 0.104625
418
- Qwen3.5-9B-MoQ-ssm_beta-Q8_0.gguf 8.500000 0.108510 0.120202 0.027392 0.157895 0.103500
419
 
420
  --- SPEARMAN CORRELATION MATRIX (SSM_BETA) ---
421
 
@@ -440,21 +440,21 @@ CE_Cor_PPL 0.971400 0.980200 0.954300 1.000000
440
  --- FULL CE REPORT (ATTN_V) ---
441
 
442
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
443
- Qwen3.5-9B-MoQ-attn_v-IQ1_S.gguf 1.562500 1.000000 1.000000 1.000000 1.000000 1.000000
444
- Qwen3.5-9B-MoQ-attn_v-IQ1_M.gguf 1.750000 0.731726 0.783033 0.719829 0.666667 0.725314
445
- Qwen3.5-9B-MoQ-attn_v-IQ2_XXS.gguf 2.062500 0.636584 0.557759 0.490455 0.620690 0.576372
446
- Qwen3.5-9B-MoQ-attn_v-Q3_K.gguf 3.437500 0.493831 0.591964 0.600619 0.448276 0.533672
447
- Qwen3.5-9B-MoQ-attn_v-IQ2_XS.gguf 2.312500 0.478733 0.481506 0.424054 0.436782 0.455269
448
- Qwen3.5-9B-MoQ-attn_v-IQ2_S.gguf 2.562500 0.339416 0.406559 0.259565 0.344828 0.337592
449
- Qwen3.5-9B-MoQ-attn_v-Q2_K.gguf 2.625000 0.273089 0.248928 0.123171 0.218391 0.215895
450
- Qwen3.5-9B-MoQ-attn_v-IQ3_XXS.gguf 3.062500 0.192576 0.175556 0.158571 0.183908 0.177653
451
- Qwen3.5-9B-MoQ-attn_v-IQ3_S.gguf 3.437500 0.144237 0.140017 0.085460 0.149425 0.129785
452
- Qwen3.5-9B-MoQ-attn_v-IQ4_XS.gguf 4.250000 0.093815 0.067523 0.052123 0.080460 0.073480
453
- Qwen3.5-9B-MoQ-attn_v-IQ4_NL.gguf 4.500000 0.088505 0.064744 0.050311 0.068966 0.068131
454
- Qwen3.5-9B-MoQ-attn_v-Q4_K.gguf 4.500000 0.046231 0.040152 0.028419 0.057471 0.043068
455
- Qwen3.5-9B-MoQ-attn_v-Q5_K.gguf 5.500000 0.035662 0.028356 0.018643 0.045977 0.032159
456
- Qwen3.5-9B-MoQ-attn_v-Q6_K.gguf 6.562500 0.037771 0.027180 0.007411 0.045977 0.029585
457
- Qwen3.5-9B-MoQ-attn_v-Q8_0.gguf 8.500000 0.027671 0.024996 0.007548 0.034483 0.023675
458
 
459
  --- SPEARMAN CORRELATION MATRIX (ATTN_V) ---
460
 
@@ -479,17 +479,17 @@ CE_Cor_PPL 0.996900 0.986000 0.978400 1.000000
479
  --- FULL CE REPORT (OUTPUT) ---
480
 
481
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
482
- Qwen3.5-9B-output-tensor-Q2_K.gguf 2.625000 1.000000 1.000000 1.000000 1.000000 1.000000
483
- Qwen3.5-9B-output-tensor-IQ2_S.gguf 2.562500 0.902012 0.981452 0.950620 0.868217 0.925575
484
- Qwen3.5-9B-output-tensor-IQ3_XXS.gguf 3.062500 0.551561 0.491691 0.420994 0.550388 0.503658
485
- Qwen3.5-9B-output-tensor-IQ3_S.gguf 3.437500 0.322507 0.296780 0.271061 0.333333 0.305920
486
- Qwen3.5-9B-output-tensor-Q3_K.gguf 3.437500 0.284260 0.258297 0.252009 0.294574 0.272285
487
- Qwen3.5-9B-output-tensor-Q4_K.gguf 4.500000 0.076250 0.075894 0.076005 0.093023 0.080293
488
- Qwen3.5-9B-output-tensor-IQ4_XS.gguf 4.250000 0.078176 0.074345 0.072354 0.093023 0.079475
489
- Qwen3.5-9B-output-tensor-IQ4_NL.gguf 4.500000 0.074019 0.069570 0.066462 0.085271 0.073830
490
- Qwen3.5-9B-output-tensor-Q5_K.gguf 5.500000 0.028615 0.027648 0.033202 0.038760 0.032056
491
- Qwen3.5-9B-output-tensor-Q6_K.gguf 6.562500 0.015009 0.014230 0.022445 0.031008 0.020673
492
- Qwen3.5-9B-output-tensor-Q8_0.gguf 8.500000 0.011863 0.011828 0.022575 0.023256 0.017381
493
 
494
  --- SPEARMAN CORRELATION MATRIX (OUTPUT) ---
495
 
@@ -514,17 +514,17 @@ CE_Cor_PPL 0.999700 0.994500 0.990400 1.000000
514
  --- FULL CE REPORT (TOKEN) ---
515
 
516
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
517
- Qwen3.5-9B-token-embedding-IQ2_S.gguf 2.562500 1.000000 1.000000 1.000000 1.000000 1.000000
518
- Qwen3.5-9B-token-embedding-Q2_K.gguf 2.625000 0.490467 0.511683 0.368679 0.392857 0.440921
519
- Qwen3.5-9B-token-embedding-IQ3_XXS.gguf 3.062500 0.459031 0.361556 0.424501 0.339286 0.396093
520
- Qwen3.5-9B-token-embedding-IQ3_S.gguf 3.437500 0.505846 0.303482 0.278074 0.375000 0.365600
521
- Qwen3.5-9B-token-embedding-Q3_K.gguf 3.437500 0.249212 0.177803 0.195100 0.178571 0.200172
522
- Qwen3.5-9B-token-embedding-IQ4_NL.gguf 4.500000 0.182894 0.061325 0.059061 0.089286 0.098142
523
- Qwen3.5-9B-token-embedding-IQ4_XS.gguf 4.250000 0.159608 0.063475 0.065835 0.089286 0.094551
524
- Qwen3.5-9B-token-embedding-Q4_K.gguf 4.500000 0.115607 0.060277 0.065040 0.107143 0.087017
525
- Qwen3.5-9B-token-embedding-Q8_0.gguf 8.500000 0.056857 0.031299 0.008112 0.071429 0.041924
526
- Qwen3.5-9B-token-embedding-Q6_K.gguf 6.562500 0.057245 0.032754 0.023900 0.053571 0.041868
527
- Qwen3.5-9B-token-embedding-Q5_K.gguf 5.500000 0.059283 0.038355 0.015867 0.053571 0.041769
528
 
529
  --- SPEARMAN CORRELATION MATRIX (TOKEN) ---
530
 
 
11
  --- FULL CE REPORT (ATTN_OUTPUT) ---
12
 
13
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
14
+ Qwen3.5-9B-MoQ-attn_output-IQ1_S.gguf 1.562500 3.658389 4.132774 3.591754 3.553398 3.734079
15
+ Qwen3.5-9B-MoQ-attn_output-IQ1_M.gguf 1.750000 3.007330 3.198479 2.800100 3.174757 3.045167
16
+ Qwen3.5-9B-MoQ-attn_output-IQ2_XXS.gguf 2.062500 1.968335 1.927985 1.738931 1.776699 1.852988
17
+ Qwen3.5-9B-MoQ-attn_output-IQ2_XS.gguf 2.312500 1.573887 1.478140 1.774844 1.572816 1.599922
18
+ Qwen3.5-9B-MoQ-attn_output-IQ2_S.gguf 2.562500 1.247824 1.189614 1.454206 1.281553 1.293299
19
+ Qwen3.5-9B-MoQ-attn_output-Q2_K.gguf 2.625000 1.249304 1.183150 1.225644 1.165049 1.205787
20
+ Qwen3.5-9B-MoQ-attn_output-Q3_K.gguf 3.437500 0.569292 0.465907 0.767956 0.582524 0.596420
21
+ Qwen3.5-9B-MoQ-attn_output-IQ3_XXS.gguf 3.062500 0.554194 0.474669 0.580710 0.524272 0.533461
22
+ Qwen3.5-9B-MoQ-attn_output-IQ3_S.gguf 3.437500 0.433230 0.383556 0.489225 0.407767 0.428445
23
+ Qwen3.5-9B-MoQ-attn_output-IQ4_XS.gguf 4.250000 0.175909 0.135750 0.150185 0.233010 0.173713
24
+ Qwen3.5-9B-MoQ-attn_output-IQ4_NL.gguf 4.500000 0.167502 0.128477 0.125439 0.203883 0.156325
25
+ Qwen3.5-9B-MoQ-attn_output-Q4_K.gguf 4.500000 0.153528 0.127696 0.163967 0.174757 0.154987
26
+ Qwen3.5-9B-MoQ-attn_output-Q5_K.gguf 5.500000 0.089820 0.071640 0.067618 0.116505 0.086396
27
+ Qwen3.5-9B-MoQ-attn_output-Q6_K.gguf 6.562500 0.076675 0.053004 0.031853 0.116505 0.069509
28
+ Qwen3.5-9B-MoQ-attn_output-Q8_0.gguf 8.500000 0.074781 0.049160 0.037568 0.116505 0.069503
29
 
30
  --- SPEARMAN CORRELATION MATRIX (ATTN_OUTPUT) ---
31
 
 
50
  --- FULL CE REPORT (FFN_GATE) ---
51
 
52
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
53
+ Qwen3.5-9B-MoQ-ffn_gate-IQ1_S.gguf 1.562500 4.275707 4.155610 3.818449 4.221344 4.117777
54
+ Qwen3.5-9B-MoQ-ffn_gate-IQ1_M.gguf 1.750000 3.335653 3.364300 3.013322 3.343874 3.264287
55
+ Qwen3.5-9B-MoQ-ffn_gate-IQ2_XXS.gguf 2.062500 1.894509 2.109770 2.170279 1.980237 2.038699
56
+ Qwen3.5-9B-MoQ-ffn_gate-IQ2_XS.gguf 2.312500 1.476843 1.629800 1.634537 1.529644 1.567706
57
+ Qwen3.5-9B-MoQ-ffn_gate-Q2_K.gguf 2.625000 1.216370 1.187379 1.268391 1.138340 1.202620
58
+ Qwen3.5-9B-MoQ-ffn_gate-IQ2_S.gguf 2.562500 0.988392 1.023704 1.049725 1.079051 1.035218
59
+ Qwen3.5-9B-MoQ-ffn_gate-IQ3_XXS.gguf 3.062500 0.559773 0.518558 0.731307 0.486166 0.573951
60
+ Qwen3.5-9B-MoQ-ffn_gate-Q3_K.gguf 3.437500 0.402188 0.372315 0.509061 0.403162 0.421682
61
+ Qwen3.5-9B-MoQ-ffn_gate-IQ3_S.gguf 3.437500 0.331746 0.290151 0.321221 0.308300 0.312855
62
+ Qwen3.5-9B-MoQ-ffn_gate-Q4_K.gguf 4.500000 0.147437 0.101455 0.149261 0.130435 0.132147
63
+ Qwen3.5-9B-MoQ-ffn_gate-IQ4_XS.gguf 4.250000 0.122693 0.091036 0.108203 0.118577 0.110127
64
+ Qwen3.5-9B-MoQ-ffn_gate-IQ4_NL.gguf 4.500000 0.117950 0.085741 0.115037 0.118577 0.109326
65
+ Qwen3.5-9B-MoQ-ffn_gate-Q5_K.gguf 5.500000 0.068682 0.037532 0.080414 0.059289 0.061479
66
+ Qwen3.5-9B-MoQ-ffn_gate-Q6_K.gguf 6.562500 0.032617 0.018014 0.018769 0.047431 0.029208
67
+ Qwen3.5-9B-MoQ-ffn_gate-Q8_0.gguf 8.500000 0.029439 0.014634 0.012024 0.035573 0.022917
68
 
69
  --- SPEARMAN CORRELATION MATRIX (FFN_GATE) ---
70
 
 
89
  --- FULL CE REPORT (FFN_UP) ---
90
 
91
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
92
+ Qwen3.5-9B-MoQ-ffn_up-IQ1_S.gguf 1.562500 3.983272 4.002470 2.521635 3.937741 3.611279
93
+ Qwen3.5-9B-MoQ-ffn_up-IQ1_M.gguf 1.750000 3.240260 3.496956 2.810690 3.206033 3.188485
94
+ Qwen3.5-9B-MoQ-ffn_up-IQ2_XXS.gguf 2.062500 1.939758 1.925939 2.387839 1.877407 2.032736
95
+ Qwen3.5-9B-MoQ-ffn_up-IQ2_XS.gguf 2.312500 1.477221 1.505279 1.496447 1.482670 1.490404
96
+ Qwen3.5-9B-MoQ-ffn_up-Q2_K.gguf 2.625000 1.192250 1.168335 1.787456 1.174583 1.330656
97
+ Qwen3.5-9B-MoQ-ffn_up-IQ2_S.gguf 2.562500 1.092050 1.058442 1.441054 1.097561 1.172277
98
+ Qwen3.5-9B-MoQ-ffn_up-Q3_K.gguf 3.437500 0.638241 0.557619 1.272091 0.645058 0.778252
99
+ Qwen3.5-9B-MoQ-ffn_up-IQ3_XXS.gguf 3.062500 0.541369 0.550918 0.538538 0.587291 0.554529
100
+ Qwen3.5-9B-MoQ-ffn_up-IQ3_S.gguf 3.437500 0.382500 0.347378 0.307289 0.375481 0.353162
101
+ Qwen3.5-9B-MoQ-ffn_up-IQ4_XS.gguf 4.250000 0.153828 0.111222 0.125280 0.163671 0.138500
102
+ Qwen3.5-9B-MoQ-ffn_up-IQ4_NL.gguf 4.500000 0.149765 0.112343 0.116713 0.163671 0.135623
103
+ Qwen3.5-9B-MoQ-ffn_up-Q4_K.gguf 4.500000 0.105580 0.093079 0.106597 0.144416 0.112418
104
+ Qwen3.5-9B-MoQ-ffn_up-Q5_K.gguf 5.500000 0.047683 0.038453 0.042029 0.057766 0.046483
105
+ Qwen3.5-9B-MoQ-ffn_up-Q6_K.gguf 6.562500 0.032560 0.017465 0.029514 0.048139 0.031919
106
+ Qwen3.5-9B-MoQ-ffn_up-Q8_0.gguf 8.500000 0.023663 0.014102 0.016830 0.038511 0.023276
107
 
108
  --- SPEARMAN CORRELATION MATRIX (FFN_UP) ---
109
 
 
128
  --- FULL CE REPORT (SSM_ALPHA) ---
129
 
130
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
131
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ2_XXS.gguf 2.062500 2.490363 2.550712 3.838441 2.266187 2.786426
132
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ2_XS.gguf 2.312500 2.344459 2.610678 2.732258 2.158273 2.461417
133
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ2_S.gguf 2.562500 1.921388 2.048914 1.884282 1.942446 1.949257
134
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ1_S.gguf 1.562500 2.091446 2.180012 1.658609 1.726619 1.914172
135
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ1_M.gguf 1.750000 1.738642 1.689733 1.743421 1.510791 1.670647
136
+ Qwen3.5-9B-MoQ-ssm_alpha-Q3_K.gguf 3.437500 0.726346 0.866430 0.684470 0.971223 0.812117
137
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ3_S.gguf 3.437500 0.586786 0.646570 0.813220 0.647482 0.673514
138
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ3_XXS.gguf 3.062500 0.641927 0.603661 0.630204 0.755396 0.657797
139
+ Qwen3.5-9B-MoQ-ssm_alpha-Q2_K.gguf 2.625000 0.580686 0.301853 0.336491 0.539568 0.439650
140
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ4_XS.gguf 4.250000 0.338164 0.271870 0.146836 0.431655 0.297131
141
+ Qwen3.5-9B-MoQ-ssm_alpha-IQ4_NL.gguf 4.500000 0.334992 0.273057 0.146249 0.431655 0.296488
142
+ Qwen3.5-9B-MoQ-ssm_alpha-Q5_K.gguf 5.500000 0.340604 0.241403 0.122361 0.431655 0.284006
143
+ Qwen3.5-9B-MoQ-ssm_alpha-Q6_K.gguf 6.562500 0.300346 0.245052 0.116563 0.431655 0.273404
144
+ Qwen3.5-9B-MoQ-ssm_alpha-Q4_K.gguf 4.500000 0.289855 0.233929 0.072301 0.431655 0.256935
145
+ Qwen3.5-9B-MoQ-ssm_alpha-Q8_0.gguf 8.500000 0.273996 0.236127 0.074293 0.323741 0.227039
146
 
147
  --- SPEARMAN CORRELATION MATRIX (SSM_ALPHA) ---
148
 
 
167
  --- FULL CE REPORT (ATTN_Q) ---
168
 
169
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
170
+ Qwen3.5-9B-MoQ-attn_q-IQ1_S.gguf 1.562500 4.183497 4.741373 4.654206 4.186992 4.441517
171
+ Qwen3.5-9B-MoQ-attn_q-IQ1_M.gguf 1.750000 3.221377 3.197537 3.547755 3.048780 3.253863
172
+ Qwen3.5-9B-MoQ-attn_q-IQ2_XXS.gguf 2.062500 1.945460 1.878189 1.659559 1.666667 1.787469
173
+ Qwen3.5-9B-MoQ-attn_q-IQ2_XS.gguf 2.312500 1.521608 1.447503 1.710650 1.463415 1.535794
174
+ Qwen3.5-9B-MoQ-attn_q-IQ2_S.gguf 2.562500 0.970509 1.077857 0.960545 1.056911 1.016455
175
+ Qwen3.5-9B-MoQ-attn_q-Q2_K.gguf 2.625000 0.827553 0.858630 0.523151 0.894309 0.775911
176
+ Qwen3.5-9B-MoQ-attn_q-IQ3_XXS.gguf 3.062500 0.556774 0.513262 0.540602 0.569106 0.544936
177
+ Qwen3.5-9B-MoQ-attn_q-Q3_K.gguf 3.437500 0.525847 0.385070 0.445536 0.487805 0.461064
178
+ Qwen3.5-9B-MoQ-attn_q-IQ3_S.gguf 3.437500 0.353279 0.326796 0.323268 0.406504 0.352462
179
+ Qwen3.5-9B-MoQ-attn_q-Q4_K.gguf 4.500000 0.218219 0.122302 0.147508 0.284553 0.193145
180
+ Qwen3.5-9B-MoQ-attn_q-IQ4_XS.gguf 4.250000 0.158749 0.116066 0.143441 0.203252 0.155377
181
+ Qwen3.5-9B-MoQ-attn_q-IQ4_NL.gguf 4.500000 0.156035 0.109953 0.123479 0.203252 0.148180
182
+ Qwen3.5-9B-MoQ-attn_q-Q5_K.gguf 5.500000 0.156940 0.090294 0.113372 0.203252 0.140964
183
+ Qwen3.5-9B-MoQ-attn_q-Q6_K.gguf 6.562500 0.104956 0.068758 0.067262 0.162602 0.100894
184
+ Qwen3.5-9B-MoQ-attn_q-Q8_0.gguf 8.500000 0.099198 0.066411 0.039665 0.162602 0.091969
185
 
186
  --- SPEARMAN CORRELATION MATRIX (ATTN_Q) ---
187
 
 
206
  --- FULL CE REPORT (ATTN_QKV) ---
207
 
208
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
209
+ Qwen3.5-9B-MoQ-attn_qkv-IQ1_S.gguf 1.562500 3.608213 3.809896 3.720409 3.592105 3.682656
210
+ Qwen3.5-9B-MoQ-attn_qkv-IQ1_M.gguf 1.750000 2.831610 2.955423 2.979322 2.684211 2.862641
211
+ Qwen3.5-9B-MoQ-attn_qkv-IQ2_XXS.gguf 2.062500 1.985120 2.189085 2.372784 2.210526 2.189379
212
+ Qwen3.5-9B-MoQ-attn_qkv-IQ2_XS.gguf 2.312500 1.491781 1.423991 1.645151 1.519737 1.520165
213
+ Qwen3.5-9B-MoQ-attn_qkv-Q3_K.gguf 3.437500 1.231345 1.098618 1.419061 1.361842 1.277716
214
+ Qwen3.5-9B-MoQ-attn_qkv-IQ2_S.gguf 2.562500 1.103583 1.075148 1.060186 0.967105 1.051506
215
+ Qwen3.5-9B-MoQ-attn_qkv-Q2_K.gguf 2.625000 1.015821 1.003073 0.646444 0.907895 0.893308
216
+ Qwen3.5-9B-MoQ-attn_qkv-IQ3_XXS.gguf 3.062500 0.615982 0.552681 0.449491 0.552632 0.542697
217
+ Qwen3.5-9B-MoQ-attn_qkv-IQ3_S.gguf 3.437500 0.426382 0.334364 0.214781 0.375000 0.337632
218
+ Qwen3.5-9B-MoQ-attn_qkv-IQ4_NL.gguf 4.500000 0.169166 0.141893 0.123646 0.217105 0.162952
219
+ Qwen3.5-9B-MoQ-attn_qkv-IQ4_XS.gguf 4.250000 0.167061 0.147629 0.137647 0.197368 0.162426
220
+ Qwen3.5-9B-MoQ-attn_qkv-Q4_K.gguf 4.500000 0.159672 0.126817 0.094449 0.157895 0.134708
221
+ Qwen3.5-9B-MoQ-attn_qkv-Q5_K.gguf 5.500000 0.082808 0.062867 0.073319 0.098684 0.079420
222
+ Qwen3.5-9B-MoQ-attn_qkv-Q6_K.gguf 6.562500 0.060558 0.042397 0.024966 0.098684 0.056651
223
+ Qwen3.5-9B-MoQ-attn_qkv-Q8_0.gguf 8.500000 0.050898 0.036119 0.038345 0.059211 0.046143
224
 
225
  --- SPEARMAN CORRELATION MATRIX (ATTN_QKV) ---
226
 
 
245
  --- FULL CE REPORT (ATTN_K) ---
246
 
247
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
248
+ Qwen3.5-9B-MoQ-attn_k-IQ1_S.gguf 1.562500 3.646601 4.253320 4.299620 2.844828 3.761092
249
+ Qwen3.5-9B-MoQ-attn_k-IQ1_M.gguf 1.750000 2.705012 2.961552 2.579399 2.931034 2.794249
250
+ Qwen3.5-9B-MoQ-attn_k-IQ2_XXS.gguf 2.062500 1.952480 1.836151 1.662695 2.068966 1.880073
251
+ Qwen3.5-9B-MoQ-attn_k-IQ2_XS.gguf 2.312500 1.434468 1.326949 1.194905 0.948276 1.226149
252
+ Qwen3.5-9B-MoQ-attn_k-IQ2_S.gguf 2.562500 1.256129 1.064708 1.299311 0.948276 1.142106
253
+ Qwen3.5-9B-MoQ-attn_k-Q2_K.gguf 2.625000 0.831629 0.978141 1.064384 1.293103 1.041814
254
+ Qwen3.5-9B-MoQ-attn_k-Q3_K.gguf 3.437500 0.683414 0.526958 0.730347 0.689655 0.657593
255
+ Qwen3.5-9B-MoQ-attn_k-IQ3_XXS.gguf 3.062500 0.513392 0.474945 0.510668 0.517241 0.504062
256
+ Qwen3.5-9B-MoQ-attn_k-IQ3_S.gguf 3.437500 0.452037 0.370986 0.448941 0.603448 0.468853
257
+ Qwen3.5-9B-MoQ-attn_k-IQ4_XS.gguf 4.250000 0.282015 0.223925 0.339434 0.344828 0.297550
258
+ Qwen3.5-9B-MoQ-attn_k-IQ4_NL.gguf 4.500000 0.269817 0.212506 0.261596 0.344828 0.272187
259
+ Qwen3.5-9B-MoQ-attn_k-Q5_K.gguf 5.500000 0.257990 0.203727 0.187193 0.431034 0.269986
260
+ Qwen3.5-9B-MoQ-attn_k-Q4_K.gguf 4.500000 0.285156 0.223298 0.189921 0.344828 0.260801
261
+ Qwen3.5-9B-MoQ-attn_k-Q6_K.gguf 6.562500 0.216408 0.171549 0.118555 0.344828 0.212835
262
+ Qwen3.5-9B-MoQ-attn_k-Q8_0.gguf 8.500000 0.213451 0.171285 0.113029 0.344828 0.210648
263
 
264
  --- SPEARMAN CORRELATION MATRIX (ATTN_K) ---
265
 
 
284
  --- FULL CE REPORT (FFN_DOWN) ---
285
 
286
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
287
+ Qwen3.5-9B-MoQ-ffn_down-IQ1_S.gguf 1.562500 4.085048 3.979705 3.367248 4.044234 3.869059
288
+ Qwen3.5-9B-MoQ-ffn_down-IQ1_M.gguf 1.750000 3.452603 3.421285 2.863435 3.538705 3.319007
289
+ Qwen3.5-9B-MoQ-ffn_down-IQ2_XXS.gguf 2.062500 1.973056 2.016554 2.368372 2.006319 2.091075
290
+ Qwen3.5-9B-MoQ-ffn_down-IQ2_XS.gguf 2.312500 1.421600 1.437435 1.513371 1.390205 1.440653
291
+ Qwen3.5-9B-MoQ-ffn_down-Q2_K.gguf 2.625000 1.243776 1.361057 1.587862 1.271722 1.366104
292
+ Qwen3.5-9B-MoQ-ffn_down-IQ2_S.gguf 2.562500 1.072572 1.105877 1.272035 1.050553 1.125259
293
+ Qwen3.5-9B-MoQ-ffn_down-IQ3_XXS.gguf 3.062500 0.537443 0.548523 0.672505 0.513428 0.567975
294
+ Qwen3.5-9B-MoQ-ffn_down-Q3_K.gguf 3.437500 0.425535 0.404162 0.473149 0.387046 0.422473
295
+ Qwen3.5-9B-MoQ-ffn_down-IQ3_S.gguf 3.437500 0.330227 0.346883 0.444579 0.323855 0.361386
296
+ Qwen3.5-9B-MoQ-ffn_down-IQ4_NL.gguf 4.500000 0.114752 0.106613 0.131422 0.118483 0.117818
297
+ Qwen3.5-9B-MoQ-ffn_down-Q4_K.gguf 4.500000 0.123799 0.103357 0.106096 0.126382 0.114909
298
+ Qwen3.5-9B-MoQ-ffn_down-IQ4_XS.gguf 4.250000 0.112775 0.105216 0.110828 0.110585 0.109851
299
+ Qwen3.5-9B-MoQ-ffn_down-Q5_K.gguf 5.500000 0.063635 0.037346 0.051657 0.063191 0.053957
300
+ Qwen3.5-9B-MoQ-ffn_down-Q6_K.gguf 6.562500 0.024345 0.014558 0.023011 0.031596 0.023378
301
+ Qwen3.5-9B-MoQ-ffn_down-Q8_0.gguf 8.500000 0.018833 0.011430 0.014431 0.023697 0.017098
302
 
303
  --- SPEARMAN CORRELATION MATRIX (FFN_DOWN) ---
304
 
 
323
  --- FULL CE REPORT (ATTN_GATE) ---
324
 
325
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
326
+ Qwen3.5-9B-MoQ-attn_gate-IQ1_S.gguf 1.562500 4.374406 5.340414 4.395816 4.607330 4.679492
327
+ Qwen3.5-9B-MoQ-attn_gate-IQ1_M.gguf 1.750000 3.073073 3.406443 2.486274 3.298429 3.066055
328
+ Qwen3.5-9B-MoQ-attn_gate-IQ2_XXS.gguf 2.062500 1.576969 1.359780 1.930753 1.596859 1.616090
329
+ Qwen3.5-9B-MoQ-attn_gate-IQ2_XS.gguf 2.312500 1.537955 1.357852 2.107468 1.335079 1.584588
330
+ Qwen3.5-9B-MoQ-attn_gate-IQ2_S.gguf 2.562500 1.071095 0.871366 1.359030 0.968586 1.067519
331
+ Qwen3.5-9B-MoQ-attn_gate-Q2_K.gguf 2.625000 0.933898 0.836665 0.625768 0.785340 0.795418
332
+ Qwen3.5-9B-MoQ-attn_gate-IQ3_S.gguf 3.437500 0.596136 0.424528 0.734349 0.471204 0.556554
333
+ Qwen3.5-9B-MoQ-attn_gate-Q3_K.gguf 3.437500 0.535666 0.445486 0.451760 0.471204 0.476029
334
+ Qwen3.5-9B-MoQ-attn_gate-IQ3_XXS.gguf 3.062500 0.539035 0.442294 0.331293 0.445026 0.439412
335
+ Qwen3.5-9B-MoQ-attn_gate-Q4_K.gguf 4.500000 0.180880 0.128388 0.175984 0.235602 0.180214
336
+ Qwen3.5-9B-MoQ-attn_gate-Q5_K.gguf 5.500000 0.159482 0.092265 0.122458 0.261780 0.158996
337
+ Qwen3.5-9B-MoQ-attn_gate-IQ4_XS.gguf 4.250000 0.141158 0.105107 0.117854 0.183246 0.136841
338
+ Qwen3.5-9B-MoQ-attn_gate-IQ4_NL.gguf 4.500000 0.146950 0.102839 0.100750 0.183246 0.133446
339
+ Qwen3.5-9B-MoQ-attn_gate-Q6_K.gguf 6.562500 0.068924 0.043552 0.032254 0.078534 0.055816
340
+ Qwen3.5-9B-MoQ-attn_gate-Q8_0.gguf 8.500000 0.064372 0.043023 0.028189 0.078534 0.053530
341
 
342
  --- SPEARMAN CORRELATION MATRIX (ATTN_GATE) ---
343
 
 
362
  --- FULL CE REPORT (SSM_OUT) ---
363
 
364
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
365
+ Qwen3.5-9B-MoQ-ssm_out-IQ1_S.gguf 1.562500 3.515479 3.700588 3.424180 3.447987 3.522058
366
+ Qwen3.5-9B-MoQ-ssm_out-IQ1_M.gguf 1.750000 2.639323 2.749988 2.385396 2.529362 2.576017
367
+ Qwen3.5-9B-MoQ-ssm_out-Q2_K.gguf 2.625000 1.559472 1.731018 1.826242 1.774329 1.722765
368
+ Qwen3.5-9B-MoQ-ssm_out-IQ2_XXS.gguf 2.062500 1.646030 1.596379 1.666639 1.560403 1.617363
369
+ Qwen3.5-9B-MoQ-ssm_out-IQ2_XS.gguf 2.312500 1.286603 1.158913 1.431659 1.182886 1.265015
370
+ Qwen3.5-9B-MoQ-ssm_out-Q3_K.gguf 3.437500 0.939050 1.002285 1.175354 1.019295 1.033996
371
+ Qwen3.5-9B-MoQ-ssm_out-IQ2_S.gguf 2.562500 0.962025 0.833104 0.634834 0.918624 0.837147
372
+ Qwen3.5-9B-MoQ-ssm_out-Q4_K.gguf 4.500000 0.583535 0.642739 0.667602 0.679530 0.643352
373
+ Qwen3.5-9B-MoQ-ssm_out-Q5_K.gguf 5.500000 0.579513 0.594453 0.674753 0.717282 0.641500
374
+ Qwen3.5-9B-MoQ-ssm_out-IQ3_XXS.gguf 3.062500 0.470393 0.418244 0.376592 0.453020 0.429562
375
+ Qwen3.5-9B-MoQ-ssm_out-IQ3_S.gguf 3.437500 0.337030 0.275476 0.334897 0.276846 0.306062
376
+ Qwen3.5-9B-MoQ-ssm_out-IQ4_NL.gguf 4.500000 0.172950 0.118675 0.175475 0.163591 0.157673
377
+ Qwen3.5-9B-MoQ-ssm_out-IQ4_XS.gguf 4.250000 0.180691 0.118608 0.151675 0.138423 0.147349
378
+ Qwen3.5-9B-MoQ-ssm_out-Q6_K.gguf 6.562500 0.082398 0.036614 0.044955 0.075503 0.059867
379
+ Qwen3.5-9B-MoQ-ssm_out-Q8_0.gguf 8.500000 0.045510 0.022915 0.029749 0.062919 0.040273
380
 
381
  --- SPEARMAN CORRELATION MATRIX (SSM_OUT) ---
382
 
 
401
  --- FULL CE REPORT (SSM_BETA) ---
402
 
403
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
404
+ Qwen3.5-9B-MoQ-ssm_beta-IQ1_S.gguf 1.562500 2.732731 3.210343 4.356531 2.663551 3.240789
405
+ Qwen3.5-9B-MoQ-ssm_beta-IQ1_M.gguf 1.750000 2.038203 2.496727 2.741490 2.102804 2.344806
406
+ Qwen3.5-9B-MoQ-ssm_beta-IQ2_XXS.gguf 2.062500 1.798895 1.747028 1.761701 1.962617 1.817560
407
+ Qwen3.5-9B-MoQ-ssm_beta-IQ2_XS.gguf 2.312500 2.016781 1.495547 1.330291 1.542056 1.596169
408
+ Qwen3.5-9B-MoQ-ssm_beta-IQ2_S.gguf 2.562500 1.720817 1.165006 1.106568 1.261682 1.313518
409
+ Qwen3.5-9B-MoQ-ssm_beta-IQ3_S.gguf 3.437500 0.640973 0.597507 0.680267 0.841121 0.689967
410
+ Qwen3.5-9B-MoQ-ssm_beta-IQ3_XXS.gguf 3.062500 0.728634 0.603139 0.562505 0.700935 0.648803
411
+ Qwen3.5-9B-MoQ-ssm_beta-Q2_K.gguf 2.625000 0.565995 0.602324 0.697369 0.560748 0.606609
412
+ Qwen3.5-9B-MoQ-ssm_beta-Q3_K.gguf 3.437500 0.542318 0.653968 0.547832 0.560748 0.576217
413
+ Qwen3.5-9B-MoQ-ssm_beta-IQ4_NL.gguf 4.500000 0.502574 0.427310 0.272093 0.560748 0.440681
414
+ Qwen3.5-9B-MoQ-ssm_beta-IQ4_XS.gguf 4.250000 0.439999 0.414417 0.248321 0.560748 0.415871
415
+ Qwen3.5-9B-MoQ-ssm_beta-Q4_K.gguf 4.500000 0.329788 0.410860 0.273211 0.420561 0.358605
416
+ Qwen3.5-9B-MoQ-ssm_beta-Q5_K.gguf 5.500000 0.319359 0.412861 0.199200 0.420561 0.337995
417
+ Qwen3.5-9B-MoQ-ssm_beta-Q6_K.gguf 6.562500 0.326406 0.377073 0.103287 0.420561 0.306832
418
+ Qwen3.5-9B-MoQ-ssm_beta-Q8_0.gguf 8.500000 0.296527 0.385890 0.119335 0.420561 0.305578
419
 
420
  --- SPEARMAN CORRELATION MATRIX (SSM_BETA) ---
421
 
 
440
  --- FULL CE REPORT (ATTN_V) ---
441
 
442
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
443
+ Qwen3.5-9B-MoQ-attn_v-IQ1_S.gguf 1.562500 3.246862 3.233963 3.725617 3.407311 3.403438
444
+ Qwen3.5-9B-MoQ-attn_v-IQ1_M.gguf 1.750000 2.375814 2.532300 2.681808 2.271540 2.465366
445
+ Qwen3.5-9B-MoQ-attn_v-IQ2_XXS.gguf 2.062500 2.066899 1.803771 1.827248 2.114883 1.953200
446
+ Qwen3.5-9B-MoQ-attn_v-Q3_K.gguf 3.437500 1.603400 1.914389 2.237676 1.527415 1.820720
447
+ Qwen3.5-9B-MoQ-attn_v-IQ2_XS.gguf 2.312500 1.554379 1.557172 1.579863 1.488251 1.544916
448
+ Qwen3.5-9B-MoQ-attn_v-IQ2_S.gguf 2.562500 1.102036 1.314795 0.967039 1.174935 1.139701
449
+ Qwen3.5-9B-MoQ-attn_v-Q2_K.gguf 2.625000 0.886683 0.805024 0.458888 0.744125 0.723680
450
+ Qwen3.5-9B-MoQ-attn_v-IQ3_XXS.gguf 3.062500 0.625268 0.567740 0.590774 0.626632 0.602603
451
+ Qwen3.5-9B-MoQ-attn_v-IQ3_S.gguf 3.437500 0.468317 0.452810 0.318390 0.509138 0.437164
452
+ Qwen3.5-9B-MoQ-attn_v-IQ4_XS.gguf 4.250000 0.304605 0.218366 0.194190 0.274151 0.247828
453
+ Qwen3.5-9B-MoQ-attn_v-IQ4_NL.gguf 4.500000 0.287363 0.209381 0.187439 0.234987 0.229792
454
+ Qwen3.5-9B-MoQ-attn_v-Q4_K.gguf 4.500000 0.150105 0.129851 0.105878 0.195822 0.145414
455
+ Qwen3.5-9B-MoQ-attn_v-Q5_K.gguf 5.500000 0.115790 0.091701 0.069455 0.156658 0.108401
456
+ Qwen3.5-9B-MoQ-attn_v-Q6_K.gguf 6.562500 0.122636 0.087899 0.027612 0.156658 0.098701
457
+ Qwen3.5-9B-MoQ-attn_v-Q8_0.gguf 8.500000 0.089843 0.080837 0.028122 0.117493 0.079074
458
 
459
  --- SPEARMAN CORRELATION MATRIX (ATTN_V) ---
460
 
 
479
  --- FULL CE REPORT (OUTPUT) ---
480
 
481
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
482
+ Qwen3.5-9B-output-tensor-Q2_K.gguf 2.625000 3.289208 3.331582 3.450735 3.225000 3.324131
483
+ Qwen3.5-9B-output-tensor-IQ2_S.gguf 2.562500 2.966904 3.269787 3.280336 2.800000 3.079257
484
+ Qwen3.5-9B-output-tensor-IQ3_XXS.gguf 3.062500 1.814198 1.638110 1.452738 1.775000 1.670012
485
+ Qwen3.5-9B-output-tensor-IQ3_S.gguf 3.437500 1.060792 0.988748 0.935360 1.075000 1.014975
486
+ Qwen3.5-9B-output-tensor-Q3_K.gguf 3.437500 0.934990 0.860538 0.869618 0.950000 0.903786
487
+ Qwen3.5-9B-output-tensor-Q4_K.gguf 4.500000 0.250801 0.252846 0.262274 0.300000 0.266480
488
+ Qwen3.5-9B-output-tensor-IQ4_XS.gguf 4.250000 0.257137 0.247686 0.249675 0.300000 0.263625
489
+ Qwen3.5-9B-output-tensor-IQ4_NL.gguf 4.500000 0.243462 0.231777 0.229342 0.275000 0.244895
490
+ Qwen3.5-9B-output-tensor-Q5_K.gguf 5.500000 0.094121 0.092111 0.114570 0.125000 0.106451
491
+ Qwen3.5-9B-output-tensor-Q6_K.gguf 6.562500 0.049366 0.047407 0.077450 0.100000 0.068556
492
+ Qwen3.5-9B-output-tensor-Q8_0.gguf 8.500000 0.039020 0.039407 0.077902 0.075000 0.057832
493
 
494
  --- SPEARMAN CORRELATION MATRIX (OUTPUT) ---
495
 
 
514
  --- FULL CE REPORT (TOKEN) ---
515
 
516
  Model BPW CE_Mean_KLD CE_990_KLD CE_999_KLD CE_Cor_PPL CE_Average
517
+ Qwen3.5-9B-token-embedding-IQ2_S.gguf 2.562500 3.297313 4.163500 4.392675 4.000000 3.963372
518
+ Qwen3.5-9B-token-embedding-Q2_K.gguf 2.625000 1.617224 2.130390 1.619487 1.571429 1.734632
519
+ Qwen3.5-9B-token-embedding-IQ3_XXS.gguf 3.062500 1.513568 1.505337 1.864694 1.357143 1.560185
520
+ Qwen3.5-9B-token-embedding-IQ3_S.gguf 3.437500 1.667932 1.263545 1.221490 1.500000 1.413242
521
+ Qwen3.5-9B-token-embedding-Q3_K.gguf 3.437500 0.821729 0.740285 0.857012 0.714286 0.783328
522
+ Qwen3.5-9B-token-embedding-IQ4_NL.gguf 4.500000 0.603060 0.255328 0.259435 0.357143 0.368741
523
+ Qwen3.5-9B-token-embedding-IQ4_XS.gguf 4.250000 0.526278 0.264279 0.289190 0.357143 0.359222
524
+ Qwen3.5-9B-token-embedding-Q4_K.gguf 4.500000 0.381191 0.250963 0.285700 0.428571 0.336606
525
+ Qwen3.5-9B-token-embedding-Q6_K.gguf 6.562500 0.188756 0.136370 0.104987 0.214286 0.161100
526
+ Qwen3.5-9B-token-embedding-Q5_K.gguf 5.500000 0.195475 0.159690 0.069697 0.214286 0.159787
527
+ Qwen3.5-9B-token-embedding-Q8_0.gguf 8.500000 0.187476 0.130312 0.035633 0.285714 0.159784
528
 
529
  --- SPEARMAN CORRELATION MATRIX (TOKEN) ---
530