TeamNull commited on
Commit
0dde461
·
verified ·
1 Parent(s): 30ca821

Add 2026 sub-1B baseline sweep

Browse files
Files changed (1) hide show
  1. benchmarks/deeparithmark_6models.json +2585 -0
benchmarks/deeparithmark_6models.json ADDED
@@ -0,0 +1,2585 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "dataset": {
3
+ "name": "deeparithmark-1",
4
+ "path": "deeparithmark-dataset\\data\\deeparithmark-1.jsonl",
5
+ "sha256": "8a54eb90b66b142b7fea422b34d851746d1cabc476dcba906c7f3ad5ddc66ee0",
6
+ "items": 1000
7
+ },
8
+ "protocol": {
9
+ "shots": 0,
10
+ "dtype": "bfloat16",
11
+ "batch_size": 32,
12
+ "max_context": 1024,
13
+ "metric": "acc_norm"
14
+ },
15
+ "results": [
16
+ {
17
+ "model": "HuggingFaceTB/nanowhale-100m-base",
18
+ "params": 110369621,
19
+ "protocol": {
20
+ "dtype": "torch.bfloat16",
21
+ "batch_size": 32,
22
+ "max_context": 1024,
23
+ "shots": 0
24
+ },
25
+ "deeparithmark": {
26
+ "n": 1000,
27
+ "acc": 21.6,
28
+ "acc_norm": 21.3,
29
+ "soft": 24.462825590694113,
30
+ "disagreements": 3,
31
+ "by_depth": {
32
+ "2": {
33
+ "acc_norm": 15.6,
34
+ "soft": 24.353654503521287,
35
+ "n": 250
36
+ },
37
+ "3": {
38
+ "acc_norm": 22.8,
39
+ "soft": 23.593081014326426,
40
+ "n": 250
41
+ },
42
+ "4": {
43
+ "acc_norm": 23.6,
44
+ "soft": 24.72705092032912,
45
+ "n": 250
46
+ },
47
+ "5": {
48
+ "acc_norm": 23.2,
49
+ "soft": 25.17751592459953,
50
+ "n": 250
51
+ }
52
+ },
53
+ "by_topic": {
54
+ "fractions": {
55
+ "acc_norm": 22.727272727272727,
56
+ "n": 44
57
+ },
58
+ "measurement": {
59
+ "acc_norm": 27.272727272727273,
60
+ "n": 33
61
+ },
62
+ "money": {
63
+ "acc_norm": 22.22222222222222,
64
+ "n": 63
65
+ },
66
+ "money_percent": {
67
+ "acc_norm": 19.672131147540984,
68
+ "n": 122
69
+ },
70
+ "money_rate": {
71
+ "acc_norm": 22.61904761904762,
72
+ "n": 84
73
+ },
74
+ "multi_step_inventory": {
75
+ "acc_norm": 25.806451612903224,
76
+ "n": 62
77
+ },
78
+ "percent": {
79
+ "acc_norm": 27.083333333333332,
80
+ "n": 48
81
+ },
82
+ "percent_money": {
83
+ "acc_norm": 30.158730158730158,
84
+ "n": 63
85
+ },
86
+ "percent_multi_step": {
87
+ "acc_norm": 26.50602409638554,
88
+ "n": 83
89
+ },
90
+ "rate": {
91
+ "acc_norm": 16.129032258064516,
92
+ "n": 62
93
+ },
94
+ "rate_pay": {
95
+ "acc_norm": 24.444444444444443,
96
+ "n": 45
97
+ },
98
+ "rate_time": {
99
+ "acc_norm": 6.0606060606060606,
100
+ "n": 33
101
+ },
102
+ "ratio": {
103
+ "acc_norm": 20.481927710843372,
104
+ "n": 83
105
+ },
106
+ "time": {
107
+ "acc_norm": 15.428571428571429,
108
+ "n": 175
109
+ }
110
+ },
111
+ "by_template": {
112
+ "discount_tax_coupon_split": {
113
+ "acc_norm": 30.158730158730158,
114
+ "n": 63
115
+ },
116
+ "inventory_boxes": {
117
+ "acc_norm": 25.806451612903224,
118
+ "n": 62
119
+ },
120
+ "inventory_percent_chain": {
121
+ "acc_norm": 26.50602409638554,
122
+ "n": 83
123
+ },
124
+ "measure_cm_cut": {
125
+ "acc_norm": 27.272727272727273,
126
+ "n": 33
127
+ },
128
+ "mix_split": {
129
+ "acc_norm": 22.22222222222222,
130
+ "n": 63
131
+ },
132
+ "money_discount_fee": {
133
+ "acc_norm": 19.672131147540984,
134
+ "n": 122
135
+ },
136
+ "prize_ratio_charity": {
137
+ "acc_norm": 20.481927710843372,
138
+ "n": 83
139
+ },
140
+ "salary_overtime_tax": {
141
+ "acc_norm": 22.61904761904762,
142
+ "n": 84
143
+ },
144
+ "schedule_sessions": {
145
+ "acc_norm": 25.53191489361702,
146
+ "n": 47
147
+ },
148
+ "share_then_split": {
149
+ "acc_norm": 22.727272727272727,
150
+ "n": 44
151
+ },
152
+ "stock_percent_pack": {
153
+ "acc_norm": 27.083333333333332,
154
+ "n": 48
155
+ },
156
+ "tank_fill": {
157
+ "acc_norm": 16.129032258064516,
158
+ "n": 62
159
+ },
160
+ "time_clock_end": {
161
+ "acc_norm": 11.71875,
162
+ "n": 128
163
+ },
164
+ "trip_minutes": {
165
+ "acc_norm": 6.0606060606060606,
166
+ "n": 33
167
+ },
168
+ "two_rate_pay": {
169
+ "acc_norm": 24.444444444444443,
170
+ "n": 45
171
+ }
172
+ }
173
+ },
174
+ "arithmark3": {
175
+ "n": 1000,
176
+ "acc": 26.5,
177
+ "acc_norm": 26.5,
178
+ "soft": 25.85384303733876,
179
+ "disagreements": 0,
180
+ "by_depth": {},
181
+ "by_topic": {
182
+ "addition": {
183
+ "acc_norm": 17.1875,
184
+ "n": 128
185
+ },
186
+ "comparison": {
187
+ "acc_norm": 20.454545454545453,
188
+ "n": 44
189
+ },
190
+ "comparison_difference": {
191
+ "acc_norm": 16.666666666666668,
192
+ "n": 48
193
+ },
194
+ "data": {
195
+ "acc_norm": 25.58139534883721,
196
+ "n": 43
197
+ },
198
+ "division": {
199
+ "acc_norm": 29.62962962962963,
200
+ "n": 54
201
+ },
202
+ "fractions_counting": {
203
+ "acc_norm": 16.0,
204
+ "n": 50
205
+ },
206
+ "geometry_area": {
207
+ "acc_norm": 40.38461538461539,
208
+ "n": 52
209
+ },
210
+ "geometry_perimeter": {
211
+ "acc_norm": 35.55555555555556,
212
+ "n": 45
213
+ },
214
+ "measurement": {
215
+ "acc_norm": 21.05263157894737,
216
+ "n": 76
217
+ },
218
+ "money": {
219
+ "acc_norm": 29.6875,
220
+ "n": 64
221
+ },
222
+ "multiplication": {
223
+ "acc_norm": 36.486486486486484,
224
+ "n": 74
225
+ },
226
+ "patterns": {
227
+ "acc_norm": 15.09433962264151,
228
+ "n": 53
229
+ },
230
+ "subtraction": {
231
+ "acc_norm": 23.076923076923077,
232
+ "n": 117
233
+ },
234
+ "time": {
235
+ "acc_norm": 63.63636363636363,
236
+ "n": 55
237
+ },
238
+ "two_step_add_subtract": {
239
+ "acc_norm": 17.391304347826086,
240
+ "n": 46
241
+ },
242
+ "two_step_addition": {
243
+ "acc_norm": 15.789473684210526,
244
+ "n": 19
245
+ },
246
+ "two_step_subtraction": {
247
+ "acc_norm": 34.375,
248
+ "n": 32
249
+ }
250
+ },
251
+ "by_template": {
252
+ "add_bag": {
253
+ "acc_norm": 31.57894736842105,
254
+ "n": 19
255
+ },
256
+ "add_boxes": {
257
+ "acc_norm": 15.384615384615385,
258
+ "n": 26
259
+ },
260
+ "add_friend": {
261
+ "acc_norm": 26.08695652173913,
262
+ "n": 23
263
+ },
264
+ "add_shelf": {
265
+ "acc_norm": 3.8461538461538463,
266
+ "n": 26
267
+ },
268
+ "add_team": {
269
+ "acc_norm": 20.833333333333332,
270
+ "n": 24
271
+ },
272
+ "add_tray": {
273
+ "acc_norm": 0.0,
274
+ "n": 10
275
+ },
276
+ "comp_fewer_total": {
277
+ "acc_norm": 13.043478260869565,
278
+ "n": 23
279
+ },
280
+ "comp_less_by": {
281
+ "acc_norm": 15.384615384615385,
282
+ "n": 26
283
+ },
284
+ "comp_more_by": {
285
+ "acc_norm": 18.181818181818183,
286
+ "n": 22
287
+ },
288
+ "comp_more_total": {
289
+ "acc_norm": 28.571428571428573,
290
+ "n": 21
291
+ },
292
+ "data_difference_votes": {
293
+ "acc_norm": 18.181818181818183,
294
+ "n": 22
295
+ },
296
+ "data_total_votes": {
297
+ "acc_norm": 33.333333333333336,
298
+ "n": 21
299
+ },
300
+ "div_bags": {
301
+ "acc_norm": 36.8421052631579,
302
+ "n": 19
303
+ },
304
+ "div_friends": {
305
+ "acc_norm": 25.0,
306
+ "n": 20
307
+ },
308
+ "div_rows": {
309
+ "acc_norm": 26.666666666666668,
310
+ "n": 15
311
+ },
312
+ "frac_left": {
313
+ "acc_norm": 10.526315789473685,
314
+ "n": 19
315
+ },
316
+ "frac_shared": {
317
+ "acc_norm": 30.0,
318
+ "n": 10
319
+ },
320
+ "frac_two_plates": {
321
+ "acc_norm": 14.285714285714286,
322
+ "n": 21
323
+ },
324
+ "geom_area_rect": {
325
+ "acc_norm": 38.46153846153846,
326
+ "n": 26
327
+ },
328
+ "geom_perim_rect": {
329
+ "acc_norm": 26.923076923076923,
330
+ "n": 26
331
+ },
332
+ "geom_perim_square": {
333
+ "acc_norm": 47.36842105263158,
334
+ "n": 19
335
+ },
336
+ "geom_tiles": {
337
+ "acc_norm": 42.30769230769231,
338
+ "n": 26
339
+ },
340
+ "measure_cut": {
341
+ "acc_norm": 15.384615384615385,
342
+ "n": 26
343
+ },
344
+ "measure_difference": {
345
+ "acc_norm": 29.166666666666668,
346
+ "n": 24
347
+ },
348
+ "measure_join": {
349
+ "acc_norm": 19.23076923076923,
350
+ "n": 26
351
+ },
352
+ "money_change": {
353
+ "acc_norm": 36.0,
354
+ "n": 25
355
+ },
356
+ "money_left": {
357
+ "acc_norm": 31.57894736842105,
358
+ "n": 19
359
+ },
360
+ "money_two_items": {
361
+ "acc_norm": 20.0,
362
+ "n": 20
363
+ },
364
+ "mult_boxes": {
365
+ "acc_norm": 26.08695652173913,
366
+ "n": 23
367
+ },
368
+ "mult_days": {
369
+ "acc_norm": 28.0,
370
+ "n": 25
371
+ },
372
+ "mult_rows": {
373
+ "acc_norm": 53.84615384615385,
374
+ "n": 26
375
+ },
376
+ "pattern_count_down": {
377
+ "acc_norm": 21.05263157894737,
378
+ "n": 19
379
+ },
380
+ "pattern_count_up": {
381
+ "acc_norm": 16.666666666666668,
382
+ "n": 24
383
+ },
384
+ "pattern_even_groups": {
385
+ "acc_norm": 0.0,
386
+ "n": 10
387
+ },
388
+ "sub_give": {
389
+ "acc_norm": 19.047619047619047,
390
+ "n": 21
391
+ },
392
+ "sub_lost": {
393
+ "acc_norm": 13.043478260869565,
394
+ "n": 23
395
+ },
396
+ "sub_sell": {
397
+ "acc_norm": 20.0,
398
+ "n": 25
399
+ },
400
+ "sub_take_from_box": {
401
+ "acc_norm": 38.46153846153846,
402
+ "n": 26
403
+ },
404
+ "sub_used": {
405
+ "acc_norm": 22.727272727272727,
406
+ "n": 22
407
+ },
408
+ "time_left": {
409
+ "acc_norm": 57.89473684210526,
410
+ "n": 19
411
+ },
412
+ "time_session": {
413
+ "acc_norm": 66.66666666666667,
414
+ "n": 15
415
+ },
416
+ "time_two_sessions": {
417
+ "acc_norm": 66.66666666666667,
418
+ "n": 21
419
+ },
420
+ "two_add_three_groups": {
421
+ "acc_norm": 15.789473684210526,
422
+ "n": 19
423
+ },
424
+ "two_classroom_remove": {
425
+ "acc_norm": 40.90909090909091,
426
+ "n": 22
427
+ },
428
+ "two_collect_give": {
429
+ "acc_norm": 12.0,
430
+ "n": 25
431
+ },
432
+ "two_lunch": {
433
+ "acc_norm": 23.80952380952381,
434
+ "n": 21
435
+ },
436
+ "two_use_twice": {
437
+ "acc_norm": 20.0,
438
+ "n": 10
439
+ }
440
+ }
441
+ },
442
+ "seconds": 14.27
443
+ },
444
+ {
445
+ "model": "ibm-granite/granite-4.0-350m-base",
446
+ "params": 352379904,
447
+ "protocol": {
448
+ "dtype": "torch.bfloat16",
449
+ "batch_size": 32,
450
+ "max_context": 1024,
451
+ "shots": 0
452
+ },
453
+ "deeparithmark": {
454
+ "n": 1000,
455
+ "acc": 24.1,
456
+ "acc_norm": 24.1,
457
+ "soft": 25.337744118755822,
458
+ "disagreements": 0,
459
+ "by_depth": {
460
+ "2": {
461
+ "acc_norm": 24.4,
462
+ "soft": 25.445643365098,
463
+ "n": 250
464
+ },
465
+ "3": {
466
+ "acc_norm": 22.0,
467
+ "soft": 25.120026906483318,
468
+ "n": 250
469
+ },
470
+ "4": {
471
+ "acc_norm": 23.6,
472
+ "soft": 25.378772879519985,
473
+ "n": 250
474
+ },
475
+ "5": {
476
+ "acc_norm": 26.4,
477
+ "soft": 25.406533323921867,
478
+ "n": 250
479
+ }
480
+ },
481
+ "by_topic": {
482
+ "fractions": {
483
+ "acc_norm": 36.36363636363637,
484
+ "n": 44
485
+ },
486
+ "measurement": {
487
+ "acc_norm": 24.242424242424242,
488
+ "n": 33
489
+ },
490
+ "money": {
491
+ "acc_norm": 44.44444444444444,
492
+ "n": 63
493
+ },
494
+ "money_percent": {
495
+ "acc_norm": 9.01639344262295,
496
+ "n": 122
497
+ },
498
+ "money_rate": {
499
+ "acc_norm": 21.428571428571427,
500
+ "n": 84
501
+ },
502
+ "multi_step_inventory": {
503
+ "acc_norm": 11.290322580645162,
504
+ "n": 62
505
+ },
506
+ "percent": {
507
+ "acc_norm": 31.25,
508
+ "n": 48
509
+ },
510
+ "percent_money": {
511
+ "acc_norm": 20.634920634920636,
512
+ "n": 63
513
+ },
514
+ "percent_multi_step": {
515
+ "acc_norm": 31.325301204819276,
516
+ "n": 83
517
+ },
518
+ "rate": {
519
+ "acc_norm": 17.741935483870968,
520
+ "n": 62
521
+ },
522
+ "rate_pay": {
523
+ "acc_norm": 6.666666666666667,
524
+ "n": 45
525
+ },
526
+ "rate_time": {
527
+ "acc_norm": 6.0606060606060606,
528
+ "n": 33
529
+ },
530
+ "ratio": {
531
+ "acc_norm": 26.50602409638554,
532
+ "n": 83
533
+ },
534
+ "time": {
535
+ "acc_norm": 34.857142857142854,
536
+ "n": 175
537
+ }
538
+ },
539
+ "by_template": {
540
+ "discount_tax_coupon_split": {
541
+ "acc_norm": 20.634920634920636,
542
+ "n": 63
543
+ },
544
+ "inventory_boxes": {
545
+ "acc_norm": 11.290322580645162,
546
+ "n": 62
547
+ },
548
+ "inventory_percent_chain": {
549
+ "acc_norm": 31.325301204819276,
550
+ "n": 83
551
+ },
552
+ "measure_cm_cut": {
553
+ "acc_norm": 24.242424242424242,
554
+ "n": 33
555
+ },
556
+ "mix_split": {
557
+ "acc_norm": 44.44444444444444,
558
+ "n": 63
559
+ },
560
+ "money_discount_fee": {
561
+ "acc_norm": 9.01639344262295,
562
+ "n": 122
563
+ },
564
+ "prize_ratio_charity": {
565
+ "acc_norm": 26.50602409638554,
566
+ "n": 83
567
+ },
568
+ "salary_overtime_tax": {
569
+ "acc_norm": 21.428571428571427,
570
+ "n": 84
571
+ },
572
+ "schedule_sessions": {
573
+ "acc_norm": 23.404255319148938,
574
+ "n": 47
575
+ },
576
+ "share_then_split": {
577
+ "acc_norm": 36.36363636363637,
578
+ "n": 44
579
+ },
580
+ "stock_percent_pack": {
581
+ "acc_norm": 31.25,
582
+ "n": 48
583
+ },
584
+ "tank_fill": {
585
+ "acc_norm": 17.741935483870968,
586
+ "n": 62
587
+ },
588
+ "time_clock_end": {
589
+ "acc_norm": 39.0625,
590
+ "n": 128
591
+ },
592
+ "trip_minutes": {
593
+ "acc_norm": 6.0606060606060606,
594
+ "n": 33
595
+ },
596
+ "two_rate_pay": {
597
+ "acc_norm": 6.666666666666667,
598
+ "n": 45
599
+ }
600
+ }
601
+ },
602
+ "arithmark3": {
603
+ "n": 1000,
604
+ "acc": 75.7,
605
+ "acc_norm": 75.7,
606
+ "soft": 36.048257197266345,
607
+ "disagreements": 0,
608
+ "by_depth": {},
609
+ "by_topic": {
610
+ "addition": {
611
+ "acc_norm": 54.6875,
612
+ "n": 128
613
+ },
614
+ "comparison": {
615
+ "acc_norm": 77.27272727272727,
616
+ "n": 44
617
+ },
618
+ "comparison_difference": {
619
+ "acc_norm": 91.66666666666667,
620
+ "n": 48
621
+ },
622
+ "data": {
623
+ "acc_norm": 69.76744186046511,
624
+ "n": 43
625
+ },
626
+ "division": {
627
+ "acc_norm": 98.14814814814815,
628
+ "n": 54
629
+ },
630
+ "fractions_counting": {
631
+ "acc_norm": 44.0,
632
+ "n": 50
633
+ },
634
+ "geometry_area": {
635
+ "acc_norm": 100.0,
636
+ "n": 52
637
+ },
638
+ "geometry_perimeter": {
639
+ "acc_norm": 82.22222222222223,
640
+ "n": 45
641
+ },
642
+ "measurement": {
643
+ "acc_norm": 88.15789473684211,
644
+ "n": 76
645
+ },
646
+ "money": {
647
+ "acc_norm": 89.0625,
648
+ "n": 64
649
+ },
650
+ "multiplication": {
651
+ "acc_norm": 100.0,
652
+ "n": 74
653
+ },
654
+ "patterns": {
655
+ "acc_norm": 98.11320754716981,
656
+ "n": 53
657
+ },
658
+ "subtraction": {
659
+ "acc_norm": 63.24786324786325,
660
+ "n": 117
661
+ },
662
+ "time": {
663
+ "acc_norm": 100.0,
664
+ "n": 55
665
+ },
666
+ "two_step_add_subtract": {
667
+ "acc_norm": 34.78260869565217,
668
+ "n": 46
669
+ },
670
+ "two_step_addition": {
671
+ "acc_norm": 63.1578947368421,
672
+ "n": 19
673
+ },
674
+ "two_step_subtraction": {
675
+ "acc_norm": 25.0,
676
+ "n": 32
677
+ }
678
+ },
679
+ "by_template": {
680
+ "add_bag": {
681
+ "acc_norm": 78.94736842105263,
682
+ "n": 19
683
+ },
684
+ "add_boxes": {
685
+ "acc_norm": 30.76923076923077,
686
+ "n": 26
687
+ },
688
+ "add_friend": {
689
+ "acc_norm": 73.91304347826087,
690
+ "n": 23
691
+ },
692
+ "add_shelf": {
693
+ "acc_norm": 65.38461538461539,
694
+ "n": 26
695
+ },
696
+ "add_team": {
697
+ "acc_norm": 45.833333333333336,
698
+ "n": 24
699
+ },
700
+ "add_tray": {
701
+ "acc_norm": 20.0,
702
+ "n": 10
703
+ },
704
+ "comp_fewer_total": {
705
+ "acc_norm": 91.30434782608695,
706
+ "n": 23
707
+ },
708
+ "comp_less_by": {
709
+ "acc_norm": 88.46153846153847,
710
+ "n": 26
711
+ },
712
+ "comp_more_by": {
713
+ "acc_norm": 95.45454545454545,
714
+ "n": 22
715
+ },
716
+ "comp_more_total": {
717
+ "acc_norm": 61.904761904761905,
718
+ "n": 21
719
+ },
720
+ "data_difference_votes": {
721
+ "acc_norm": 100.0,
722
+ "n": 22
723
+ },
724
+ "data_total_votes": {
725
+ "acc_norm": 38.095238095238095,
726
+ "n": 21
727
+ },
728
+ "div_bags": {
729
+ "acc_norm": 94.73684210526316,
730
+ "n": 19
731
+ },
732
+ "div_friends": {
733
+ "acc_norm": 100.0,
734
+ "n": 20
735
+ },
736
+ "div_rows": {
737
+ "acc_norm": 100.0,
738
+ "n": 15
739
+ },
740
+ "frac_left": {
741
+ "acc_norm": 52.63157894736842,
742
+ "n": 19
743
+ },
744
+ "frac_shared": {
745
+ "acc_norm": 60.0,
746
+ "n": 10
747
+ },
748
+ "frac_two_plates": {
749
+ "acc_norm": 28.571428571428573,
750
+ "n": 21
751
+ },
752
+ "geom_area_rect": {
753
+ "acc_norm": 100.0,
754
+ "n": 26
755
+ },
756
+ "geom_perim_rect": {
757
+ "acc_norm": 69.23076923076923,
758
+ "n": 26
759
+ },
760
+ "geom_perim_square": {
761
+ "acc_norm": 100.0,
762
+ "n": 19
763
+ },
764
+ "geom_tiles": {
765
+ "acc_norm": 100.0,
766
+ "n": 26
767
+ },
768
+ "measure_cut": {
769
+ "acc_norm": 100.0,
770
+ "n": 26
771
+ },
772
+ "measure_difference": {
773
+ "acc_norm": 62.5,
774
+ "n": 24
775
+ },
776
+ "measure_join": {
777
+ "acc_norm": 100.0,
778
+ "n": 26
779
+ },
780
+ "money_change": {
781
+ "acc_norm": 88.0,
782
+ "n": 25
783
+ },
784
+ "money_left": {
785
+ "acc_norm": 100.0,
786
+ "n": 19
787
+ },
788
+ "money_two_items": {
789
+ "acc_norm": 80.0,
790
+ "n": 20
791
+ },
792
+ "mult_boxes": {
793
+ "acc_norm": 100.0,
794
+ "n": 23
795
+ },
796
+ "mult_days": {
797
+ "acc_norm": 100.0,
798
+ "n": 25
799
+ },
800
+ "mult_rows": {
801
+ "acc_norm": 100.0,
802
+ "n": 26
803
+ },
804
+ "pattern_count_down": {
805
+ "acc_norm": 100.0,
806
+ "n": 19
807
+ },
808
+ "pattern_count_up": {
809
+ "acc_norm": 100.0,
810
+ "n": 24
811
+ },
812
+ "pattern_even_groups": {
813
+ "acc_norm": 90.0,
814
+ "n": 10
815
+ },
816
+ "sub_give": {
817
+ "acc_norm": 42.857142857142854,
818
+ "n": 21
819
+ },
820
+ "sub_lost": {
821
+ "acc_norm": 34.78260869565217,
822
+ "n": 23
823
+ },
824
+ "sub_sell": {
825
+ "acc_norm": 84.0,
826
+ "n": 25
827
+ },
828
+ "sub_take_from_box": {
829
+ "acc_norm": 53.84615384615385,
830
+ "n": 26
831
+ },
832
+ "sub_used": {
833
+ "acc_norm": 100.0,
834
+ "n": 22
835
+ },
836
+ "time_left": {
837
+ "acc_norm": 100.0,
838
+ "n": 19
839
+ },
840
+ "time_session": {
841
+ "acc_norm": 100.0,
842
+ "n": 15
843
+ },
844
+ "time_two_sessions": {
845
+ "acc_norm": 100.0,
846
+ "n": 21
847
+ },
848
+ "two_add_three_groups": {
849
+ "acc_norm": 63.1578947368421,
850
+ "n": 19
851
+ },
852
+ "two_classroom_remove": {
853
+ "acc_norm": 27.272727272727273,
854
+ "n": 22
855
+ },
856
+ "two_collect_give": {
857
+ "acc_norm": 28.0,
858
+ "n": 25
859
+ },
860
+ "two_lunch": {
861
+ "acc_norm": 42.857142857142854,
862
+ "n": 21
863
+ },
864
+ "two_use_twice": {
865
+ "acc_norm": 20.0,
866
+ "n": 10
867
+ }
868
+ }
869
+ },
870
+ "seconds": 42.22
871
+ },
872
+ {
873
+ "model": "LiquidAI/LFM2.5-350M-Base",
874
+ "params": 354483968,
875
+ "protocol": {
876
+ "dtype": "torch.bfloat16",
877
+ "batch_size": 32,
878
+ "max_context": 1024,
879
+ "shots": 0
880
+ },
881
+ "deeparithmark": {
882
+ "n": 1000,
883
+ "acc": 20.4,
884
+ "acc_norm": 20.0,
885
+ "soft": 24.01239404680852,
886
+ "disagreements": 4,
887
+ "by_depth": {
888
+ "2": {
889
+ "acc_norm": 17.2,
890
+ "soft": 23.28193058619246,
891
+ "n": 250
892
+ },
893
+ "3": {
894
+ "acc_norm": 23.6,
895
+ "soft": 24.901596423659434,
896
+ "n": 250
897
+ },
898
+ "4": {
899
+ "acc_norm": 21.2,
900
+ "soft": 24.58568205528652,
901
+ "n": 250
902
+ },
903
+ "5": {
904
+ "acc_norm": 18.0,
905
+ "soft": 23.28036712209568,
906
+ "n": 250
907
+ }
908
+ },
909
+ "by_topic": {
910
+ "fractions": {
911
+ "acc_norm": 36.36363636363637,
912
+ "n": 44
913
+ },
914
+ "measurement": {
915
+ "acc_norm": 24.242424242424242,
916
+ "n": 33
917
+ },
918
+ "money": {
919
+ "acc_norm": 38.095238095238095,
920
+ "n": 63
921
+ },
922
+ "money_percent": {
923
+ "acc_norm": 16.39344262295082,
924
+ "n": 122
925
+ },
926
+ "money_rate": {
927
+ "acc_norm": 16.666666666666668,
928
+ "n": 84
929
+ },
930
+ "multi_step_inventory": {
931
+ "acc_norm": 11.290322580645162,
932
+ "n": 62
933
+ },
934
+ "percent": {
935
+ "acc_norm": 22.916666666666668,
936
+ "n": 48
937
+ },
938
+ "percent_money": {
939
+ "acc_norm": 14.285714285714286,
940
+ "n": 63
941
+ },
942
+ "percent_multi_step": {
943
+ "acc_norm": 16.867469879518072,
944
+ "n": 83
945
+ },
946
+ "rate": {
947
+ "acc_norm": 20.967741935483872,
948
+ "n": 62
949
+ },
950
+ "rate_pay": {
951
+ "acc_norm": 8.88888888888889,
952
+ "n": 45
953
+ },
954
+ "rate_time": {
955
+ "acc_norm": 15.151515151515152,
956
+ "n": 33
957
+ },
958
+ "ratio": {
959
+ "acc_norm": 20.481927710843372,
960
+ "n": 83
961
+ },
962
+ "time": {
963
+ "acc_norm": 21.714285714285715,
964
+ "n": 175
965
+ }
966
+ },
967
+ "by_template": {
968
+ "discount_tax_coupon_split": {
969
+ "acc_norm": 14.285714285714286,
970
+ "n": 63
971
+ },
972
+ "inventory_boxes": {
973
+ "acc_norm": 11.290322580645162,
974
+ "n": 62
975
+ },
976
+ "inventory_percent_chain": {
977
+ "acc_norm": 16.867469879518072,
978
+ "n": 83
979
+ },
980
+ "measure_cm_cut": {
981
+ "acc_norm": 24.242424242424242,
982
+ "n": 33
983
+ },
984
+ "mix_split": {
985
+ "acc_norm": 38.095238095238095,
986
+ "n": 63
987
+ },
988
+ "money_discount_fee": {
989
+ "acc_norm": 16.39344262295082,
990
+ "n": 122
991
+ },
992
+ "prize_ratio_charity": {
993
+ "acc_norm": 20.481927710843372,
994
+ "n": 83
995
+ },
996
+ "salary_overtime_tax": {
997
+ "acc_norm": 16.666666666666668,
998
+ "n": 84
999
+ },
1000
+ "schedule_sessions": {
1001
+ "acc_norm": 31.914893617021278,
1002
+ "n": 47
1003
+ },
1004
+ "share_then_split": {
1005
+ "acc_norm": 36.36363636363637,
1006
+ "n": 44
1007
+ },
1008
+ "stock_percent_pack": {
1009
+ "acc_norm": 22.916666666666668,
1010
+ "n": 48
1011
+ },
1012
+ "tank_fill": {
1013
+ "acc_norm": 20.967741935483872,
1014
+ "n": 62
1015
+ },
1016
+ "time_clock_end": {
1017
+ "acc_norm": 17.96875,
1018
+ "n": 128
1019
+ },
1020
+ "trip_minutes": {
1021
+ "acc_norm": 15.151515151515152,
1022
+ "n": 33
1023
+ },
1024
+ "two_rate_pay": {
1025
+ "acc_norm": 8.88888888888889,
1026
+ "n": 45
1027
+ }
1028
+ }
1029
+ },
1030
+ "arithmark3": {
1031
+ "n": 1000,
1032
+ "acc": 36.0,
1033
+ "acc_norm": 36.0,
1034
+ "soft": 27.843545019300016,
1035
+ "disagreements": 0,
1036
+ "by_depth": {},
1037
+ "by_topic": {
1038
+ "addition": {
1039
+ "acc_norm": 24.21875,
1040
+ "n": 128
1041
+ },
1042
+ "comparison": {
1043
+ "acc_norm": 22.727272727272727,
1044
+ "n": 44
1045
+ },
1046
+ "comparison_difference": {
1047
+ "acc_norm": 22.916666666666668,
1048
+ "n": 48
1049
+ },
1050
+ "data": {
1051
+ "acc_norm": 18.6046511627907,
1052
+ "n": 43
1053
+ },
1054
+ "division": {
1055
+ "acc_norm": 48.148148148148145,
1056
+ "n": 54
1057
+ },
1058
+ "fractions_counting": {
1059
+ "acc_norm": 24.0,
1060
+ "n": 50
1061
+ },
1062
+ "geometry_area": {
1063
+ "acc_norm": 59.61538461538461,
1064
+ "n": 52
1065
+ },
1066
+ "geometry_perimeter": {
1067
+ "acc_norm": 42.22222222222222,
1068
+ "n": 45
1069
+ },
1070
+ "measurement": {
1071
+ "acc_norm": 28.94736842105263,
1072
+ "n": 76
1073
+ },
1074
+ "money": {
1075
+ "acc_norm": 21.875,
1076
+ "n": 64
1077
+ },
1078
+ "multiplication": {
1079
+ "acc_norm": 63.513513513513516,
1080
+ "n": 74
1081
+ },
1082
+ "patterns": {
1083
+ "acc_norm": 35.84905660377358,
1084
+ "n": 53
1085
+ },
1086
+ "subtraction": {
1087
+ "acc_norm": 23.076923076923077,
1088
+ "n": 117
1089
+ },
1090
+ "time": {
1091
+ "acc_norm": 94.54545454545455,
1092
+ "n": 55
1093
+ },
1094
+ "two_step_add_subtract": {
1095
+ "acc_norm": 39.130434782608695,
1096
+ "n": 46
1097
+ },
1098
+ "two_step_addition": {
1099
+ "acc_norm": 15.789473684210526,
1100
+ "n": 19
1101
+ },
1102
+ "two_step_subtraction": {
1103
+ "acc_norm": 31.25,
1104
+ "n": 32
1105
+ }
1106
+ },
1107
+ "by_template": {
1108
+ "add_bag": {
1109
+ "acc_norm": 15.789473684210526,
1110
+ "n": 19
1111
+ },
1112
+ "add_boxes": {
1113
+ "acc_norm": 30.76923076923077,
1114
+ "n": 26
1115
+ },
1116
+ "add_friend": {
1117
+ "acc_norm": 21.73913043478261,
1118
+ "n": 23
1119
+ },
1120
+ "add_shelf": {
1121
+ "acc_norm": 26.923076923076923,
1122
+ "n": 26
1123
+ },
1124
+ "add_team": {
1125
+ "acc_norm": 25.0,
1126
+ "n": 24
1127
+ },
1128
+ "add_tray": {
1129
+ "acc_norm": 20.0,
1130
+ "n": 10
1131
+ },
1132
+ "comp_fewer_total": {
1133
+ "acc_norm": 26.08695652173913,
1134
+ "n": 23
1135
+ },
1136
+ "comp_less_by": {
1137
+ "acc_norm": 15.384615384615385,
1138
+ "n": 26
1139
+ },
1140
+ "comp_more_by": {
1141
+ "acc_norm": 31.818181818181817,
1142
+ "n": 22
1143
+ },
1144
+ "comp_more_total": {
1145
+ "acc_norm": 19.047619047619047,
1146
+ "n": 21
1147
+ },
1148
+ "data_difference_votes": {
1149
+ "acc_norm": 18.181818181818183,
1150
+ "n": 22
1151
+ },
1152
+ "data_total_votes": {
1153
+ "acc_norm": 19.047619047619047,
1154
+ "n": 21
1155
+ },
1156
+ "div_bags": {
1157
+ "acc_norm": 52.63157894736842,
1158
+ "n": 19
1159
+ },
1160
+ "div_friends": {
1161
+ "acc_norm": 55.0,
1162
+ "n": 20
1163
+ },
1164
+ "div_rows": {
1165
+ "acc_norm": 33.333333333333336,
1166
+ "n": 15
1167
+ },
1168
+ "frac_left": {
1169
+ "acc_norm": 31.57894736842105,
1170
+ "n": 19
1171
+ },
1172
+ "frac_shared": {
1173
+ "acc_norm": 20.0,
1174
+ "n": 10
1175
+ },
1176
+ "frac_two_plates": {
1177
+ "acc_norm": 19.047619047619047,
1178
+ "n": 21
1179
+ },
1180
+ "geom_area_rect": {
1181
+ "acc_norm": 61.53846153846154,
1182
+ "n": 26
1183
+ },
1184
+ "geom_perim_rect": {
1185
+ "acc_norm": 23.076923076923077,
1186
+ "n": 26
1187
+ },
1188
+ "geom_perim_square": {
1189
+ "acc_norm": 68.42105263157895,
1190
+ "n": 19
1191
+ },
1192
+ "geom_tiles": {
1193
+ "acc_norm": 57.69230769230769,
1194
+ "n": 26
1195
+ },
1196
+ "measure_cut": {
1197
+ "acc_norm": 38.46153846153846,
1198
+ "n": 26
1199
+ },
1200
+ "measure_difference": {
1201
+ "acc_norm": 25.0,
1202
+ "n": 24
1203
+ },
1204
+ "measure_join": {
1205
+ "acc_norm": 23.076923076923077,
1206
+ "n": 26
1207
+ },
1208
+ "money_change": {
1209
+ "acc_norm": 24.0,
1210
+ "n": 25
1211
+ },
1212
+ "money_left": {
1213
+ "acc_norm": 36.8421052631579,
1214
+ "n": 19
1215
+ },
1216
+ "money_two_items": {
1217
+ "acc_norm": 5.0,
1218
+ "n": 20
1219
+ },
1220
+ "mult_boxes": {
1221
+ "acc_norm": 56.52173913043478,
1222
+ "n": 23
1223
+ },
1224
+ "mult_days": {
1225
+ "acc_norm": 68.0,
1226
+ "n": 25
1227
+ },
1228
+ "mult_rows": {
1229
+ "acc_norm": 65.38461538461539,
1230
+ "n": 26
1231
+ },
1232
+ "pattern_count_down": {
1233
+ "acc_norm": 31.57894736842105,
1234
+ "n": 19
1235
+ },
1236
+ "pattern_count_up": {
1237
+ "acc_norm": 29.166666666666668,
1238
+ "n": 24
1239
+ },
1240
+ "pattern_even_groups": {
1241
+ "acc_norm": 60.0,
1242
+ "n": 10
1243
+ },
1244
+ "sub_give": {
1245
+ "acc_norm": 14.285714285714286,
1246
+ "n": 21
1247
+ },
1248
+ "sub_lost": {
1249
+ "acc_norm": 13.043478260869565,
1250
+ "n": 23
1251
+ },
1252
+ "sub_sell": {
1253
+ "acc_norm": 8.0,
1254
+ "n": 25
1255
+ },
1256
+ "sub_take_from_box": {
1257
+ "acc_norm": 26.923076923076923,
1258
+ "n": 26
1259
+ },
1260
+ "sub_used": {
1261
+ "acc_norm": 54.54545454545455,
1262
+ "n": 22
1263
+ },
1264
+ "time_left": {
1265
+ "acc_norm": 94.73684210526316,
1266
+ "n": 19
1267
+ },
1268
+ "time_session": {
1269
+ "acc_norm": 86.66666666666667,
1270
+ "n": 15
1271
+ },
1272
+ "time_two_sessions": {
1273
+ "acc_norm": 100.0,
1274
+ "n": 21
1275
+ },
1276
+ "two_add_three_groups": {
1277
+ "acc_norm": 15.789473684210526,
1278
+ "n": 19
1279
+ },
1280
+ "two_classroom_remove": {
1281
+ "acc_norm": 27.272727272727273,
1282
+ "n": 22
1283
+ },
1284
+ "two_collect_give": {
1285
+ "acc_norm": 36.0,
1286
+ "n": 25
1287
+ },
1288
+ "two_lunch": {
1289
+ "acc_norm": 42.857142857142854,
1290
+ "n": 21
1291
+ },
1292
+ "two_use_twice": {
1293
+ "acc_norm": 40.0,
1294
+ "n": 10
1295
+ }
1296
+ }
1297
+ },
1298
+ "seconds": 31.32
1299
+ },
1300
+ {
1301
+ "model": "Qwen/Qwen3-0.6B-Base",
1302
+ "params": 596049920,
1303
+ "protocol": {
1304
+ "dtype": "torch.bfloat16",
1305
+ "batch_size": 32,
1306
+ "max_context": 1024,
1307
+ "shots": 0
1308
+ },
1309
+ "deeparithmark": {
1310
+ "n": 1000,
1311
+ "acc": 29.9,
1312
+ "acc_norm": 29.2,
1313
+ "soft": 25.72885543106089,
1314
+ "disagreements": 59,
1315
+ "by_depth": {
1316
+ "2": {
1317
+ "acc_norm": 37.6,
1318
+ "soft": 26.218459615651994,
1319
+ "n": 250
1320
+ },
1321
+ "3": {
1322
+ "acc_norm": 32.0,
1323
+ "soft": 26.206088111676927,
1324
+ "n": 250
1325
+ },
1326
+ "4": {
1327
+ "acc_norm": 28.8,
1328
+ "soft": 25.827651149814034,
1329
+ "n": 250
1330
+ },
1331
+ "5": {
1332
+ "acc_norm": 18.4,
1333
+ "soft": 24.663222847100645,
1334
+ "n": 250
1335
+ }
1336
+ },
1337
+ "by_topic": {
1338
+ "fractions": {
1339
+ "acc_norm": 70.45454545454545,
1340
+ "n": 44
1341
+ },
1342
+ "measurement": {
1343
+ "acc_norm": 27.272727272727273,
1344
+ "n": 33
1345
+ },
1346
+ "money": {
1347
+ "acc_norm": 41.26984126984127,
1348
+ "n": 63
1349
+ },
1350
+ "money_percent": {
1351
+ "acc_norm": 31.147540983606557,
1352
+ "n": 122
1353
+ },
1354
+ "money_rate": {
1355
+ "acc_norm": 15.476190476190476,
1356
+ "n": 84
1357
+ },
1358
+ "multi_step_inventory": {
1359
+ "acc_norm": 35.483870967741936,
1360
+ "n": 62
1361
+ },
1362
+ "percent": {
1363
+ "acc_norm": 14.583333333333334,
1364
+ "n": 48
1365
+ },
1366
+ "percent_money": {
1367
+ "acc_norm": 19.047619047619047,
1368
+ "n": 63
1369
+ },
1370
+ "percent_multi_step": {
1371
+ "acc_norm": 18.072289156626507,
1372
+ "n": 83
1373
+ },
1374
+ "rate": {
1375
+ "acc_norm": 19.35483870967742,
1376
+ "n": 62
1377
+ },
1378
+ "rate_pay": {
1379
+ "acc_norm": 31.11111111111111,
1380
+ "n": 45
1381
+ },
1382
+ "rate_time": {
1383
+ "acc_norm": 21.21212121212121,
1384
+ "n": 33
1385
+ },
1386
+ "ratio": {
1387
+ "acc_norm": 21.686746987951807,
1388
+ "n": 83
1389
+ },
1390
+ "time": {
1391
+ "acc_norm": 38.857142857142854,
1392
+ "n": 175
1393
+ }
1394
+ },
1395
+ "by_template": {
1396
+ "discount_tax_coupon_split": {
1397
+ "acc_norm": 19.047619047619047,
1398
+ "n": 63
1399
+ },
1400
+ "inventory_boxes": {
1401
+ "acc_norm": 35.483870967741936,
1402
+ "n": 62
1403
+ },
1404
+ "inventory_percent_chain": {
1405
+ "acc_norm": 18.072289156626507,
1406
+ "n": 83
1407
+ },
1408
+ "measure_cm_cut": {
1409
+ "acc_norm": 27.272727272727273,
1410
+ "n": 33
1411
+ },
1412
+ "mix_split": {
1413
+ "acc_norm": 41.26984126984127,
1414
+ "n": 63
1415
+ },
1416
+ "money_discount_fee": {
1417
+ "acc_norm": 31.147540983606557,
1418
+ "n": 122
1419
+ },
1420
+ "prize_ratio_charity": {
1421
+ "acc_norm": 21.686746987951807,
1422
+ "n": 83
1423
+ },
1424
+ "salary_overtime_tax": {
1425
+ "acc_norm": 15.476190476190476,
1426
+ "n": 84
1427
+ },
1428
+ "schedule_sessions": {
1429
+ "acc_norm": 25.53191489361702,
1430
+ "n": 47
1431
+ },
1432
+ "share_then_split": {
1433
+ "acc_norm": 70.45454545454545,
1434
+ "n": 44
1435
+ },
1436
+ "stock_percent_pack": {
1437
+ "acc_norm": 14.583333333333334,
1438
+ "n": 48
1439
+ },
1440
+ "tank_fill": {
1441
+ "acc_norm": 19.35483870967742,
1442
+ "n": 62
1443
+ },
1444
+ "time_clock_end": {
1445
+ "acc_norm": 43.75,
1446
+ "n": 128
1447
+ },
1448
+ "trip_minutes": {
1449
+ "acc_norm": 21.21212121212121,
1450
+ "n": 33
1451
+ },
1452
+ "two_rate_pay": {
1453
+ "acc_norm": 31.11111111111111,
1454
+ "n": 45
1455
+ }
1456
+ }
1457
+ },
1458
+ "arithmark3": {
1459
+ "n": 1000,
1460
+ "acc": 69.0,
1461
+ "acc_norm": 68.4,
1462
+ "soft": 33.99546114698905,
1463
+ "disagreements": 10,
1464
+ "by_depth": {},
1465
+ "by_topic": {
1466
+ "addition": {
1467
+ "acc_norm": 32.03125,
1468
+ "n": 128
1469
+ },
1470
+ "comparison": {
1471
+ "acc_norm": 97.72727272727273,
1472
+ "n": 44
1473
+ },
1474
+ "comparison_difference": {
1475
+ "acc_norm": 93.75,
1476
+ "n": 48
1477
+ },
1478
+ "data": {
1479
+ "acc_norm": 67.44186046511628,
1480
+ "n": 43
1481
+ },
1482
+ "division": {
1483
+ "acc_norm": 98.14814814814815,
1484
+ "n": 54
1485
+ },
1486
+ "fractions_counting": {
1487
+ "acc_norm": 42.0,
1488
+ "n": 50
1489
+ },
1490
+ "geometry_area": {
1491
+ "acc_norm": 100.0,
1492
+ "n": 52
1493
+ },
1494
+ "geometry_perimeter": {
1495
+ "acc_norm": 75.55555555555556,
1496
+ "n": 45
1497
+ },
1498
+ "measurement": {
1499
+ "acc_norm": 59.21052631578947,
1500
+ "n": 76
1501
+ },
1502
+ "money": {
1503
+ "acc_norm": 68.75,
1504
+ "n": 64
1505
+ },
1506
+ "multiplication": {
1507
+ "acc_norm": 100.0,
1508
+ "n": 74
1509
+ },
1510
+ "patterns": {
1511
+ "acc_norm": 100.0,
1512
+ "n": 53
1513
+ },
1514
+ "subtraction": {
1515
+ "acc_norm": 53.84615384615385,
1516
+ "n": 117
1517
+ },
1518
+ "time": {
1519
+ "acc_norm": 100.0,
1520
+ "n": 55
1521
+ },
1522
+ "two_step_add_subtract": {
1523
+ "acc_norm": 26.08695652173913,
1524
+ "n": 46
1525
+ },
1526
+ "two_step_addition": {
1527
+ "acc_norm": 78.94736842105263,
1528
+ "n": 19
1529
+ },
1530
+ "two_step_subtraction": {
1531
+ "acc_norm": 15.625,
1532
+ "n": 32
1533
+ }
1534
+ },
1535
+ "by_template": {
1536
+ "add_bag": {
1537
+ "acc_norm": 21.05263157894737,
1538
+ "n": 19
1539
+ },
1540
+ "add_boxes": {
1541
+ "acc_norm": 38.46153846153846,
1542
+ "n": 26
1543
+ },
1544
+ "add_friend": {
1545
+ "acc_norm": 30.434782608695652,
1546
+ "n": 23
1547
+ },
1548
+ "add_shelf": {
1549
+ "acc_norm": 34.61538461538461,
1550
+ "n": 26
1551
+ },
1552
+ "add_team": {
1553
+ "acc_norm": 37.5,
1554
+ "n": 24
1555
+ },
1556
+ "add_tray": {
1557
+ "acc_norm": 20.0,
1558
+ "n": 10
1559
+ },
1560
+ "comp_fewer_total": {
1561
+ "acc_norm": 100.0,
1562
+ "n": 23
1563
+ },
1564
+ "comp_less_by": {
1565
+ "acc_norm": 88.46153846153847,
1566
+ "n": 26
1567
+ },
1568
+ "comp_more_by": {
1569
+ "acc_norm": 100.0,
1570
+ "n": 22
1571
+ },
1572
+ "comp_more_total": {
1573
+ "acc_norm": 95.23809523809524,
1574
+ "n": 21
1575
+ },
1576
+ "data_difference_votes": {
1577
+ "acc_norm": 81.81818181818181,
1578
+ "n": 22
1579
+ },
1580
+ "data_total_votes": {
1581
+ "acc_norm": 52.38095238095238,
1582
+ "n": 21
1583
+ },
1584
+ "div_bags": {
1585
+ "acc_norm": 94.73684210526316,
1586
+ "n": 19
1587
+ },
1588
+ "div_friends": {
1589
+ "acc_norm": 100.0,
1590
+ "n": 20
1591
+ },
1592
+ "div_rows": {
1593
+ "acc_norm": 100.0,
1594
+ "n": 15
1595
+ },
1596
+ "frac_left": {
1597
+ "acc_norm": 52.63157894736842,
1598
+ "n": 19
1599
+ },
1600
+ "frac_shared": {
1601
+ "acc_norm": 20.0,
1602
+ "n": 10
1603
+ },
1604
+ "frac_two_plates": {
1605
+ "acc_norm": 42.857142857142854,
1606
+ "n": 21
1607
+ },
1608
+ "geom_area_rect": {
1609
+ "acc_norm": 100.0,
1610
+ "n": 26
1611
+ },
1612
+ "geom_perim_rect": {
1613
+ "acc_norm": 57.69230769230769,
1614
+ "n": 26
1615
+ },
1616
+ "geom_perim_square": {
1617
+ "acc_norm": 100.0,
1618
+ "n": 19
1619
+ },
1620
+ "geom_tiles": {
1621
+ "acc_norm": 100.0,
1622
+ "n": 26
1623
+ },
1624
+ "measure_cut": {
1625
+ "acc_norm": 69.23076923076923,
1626
+ "n": 26
1627
+ },
1628
+ "measure_difference": {
1629
+ "acc_norm": 66.66666666666667,
1630
+ "n": 24
1631
+ },
1632
+ "measure_join": {
1633
+ "acc_norm": 42.30769230769231,
1634
+ "n": 26
1635
+ },
1636
+ "money_change": {
1637
+ "acc_norm": 76.0,
1638
+ "n": 25
1639
+ },
1640
+ "money_left": {
1641
+ "acc_norm": 94.73684210526316,
1642
+ "n": 19
1643
+ },
1644
+ "money_two_items": {
1645
+ "acc_norm": 35.0,
1646
+ "n": 20
1647
+ },
1648
+ "mult_boxes": {
1649
+ "acc_norm": 100.0,
1650
+ "n": 23
1651
+ },
1652
+ "mult_days": {
1653
+ "acc_norm": 100.0,
1654
+ "n": 25
1655
+ },
1656
+ "mult_rows": {
1657
+ "acc_norm": 100.0,
1658
+ "n": 26
1659
+ },
1660
+ "pattern_count_down": {
1661
+ "acc_norm": 100.0,
1662
+ "n": 19
1663
+ },
1664
+ "pattern_count_up": {
1665
+ "acc_norm": 100.0,
1666
+ "n": 24
1667
+ },
1668
+ "pattern_even_groups": {
1669
+ "acc_norm": 100.0,
1670
+ "n": 10
1671
+ },
1672
+ "sub_give": {
1673
+ "acc_norm": 52.38095238095238,
1674
+ "n": 21
1675
+ },
1676
+ "sub_lost": {
1677
+ "acc_norm": 21.73913043478261,
1678
+ "n": 23
1679
+ },
1680
+ "sub_sell": {
1681
+ "acc_norm": 68.0,
1682
+ "n": 25
1683
+ },
1684
+ "sub_take_from_box": {
1685
+ "acc_norm": 80.76923076923077,
1686
+ "n": 26
1687
+ },
1688
+ "sub_used": {
1689
+ "acc_norm": 40.90909090909091,
1690
+ "n": 22
1691
+ },
1692
+ "time_left": {
1693
+ "acc_norm": 100.0,
1694
+ "n": 19
1695
+ },
1696
+ "time_session": {
1697
+ "acc_norm": 100.0,
1698
+ "n": 15
1699
+ },
1700
+ "time_two_sessions": {
1701
+ "acc_norm": 100.0,
1702
+ "n": 21
1703
+ },
1704
+ "two_add_three_groups": {
1705
+ "acc_norm": 78.94736842105263,
1706
+ "n": 19
1707
+ },
1708
+ "two_classroom_remove": {
1709
+ "acc_norm": 13.636363636363637,
1710
+ "n": 22
1711
+ },
1712
+ "two_collect_give": {
1713
+ "acc_norm": 20.0,
1714
+ "n": 25
1715
+ },
1716
+ "two_lunch": {
1717
+ "acc_norm": 33.333333333333336,
1718
+ "n": 21
1719
+ },
1720
+ "two_use_twice": {
1721
+ "acc_norm": 20.0,
1722
+ "n": 10
1723
+ }
1724
+ }
1725
+ },
1726
+ "seconds": 72.8
1727
+ },
1728
+ {
1729
+ "model": "Qwen/Qwen3.5-0.8B-Base",
1730
+ "params": 752393024,
1731
+ "protocol": {
1732
+ "dtype": "torch.bfloat16",
1733
+ "batch_size": 32,
1734
+ "max_context": 1024,
1735
+ "shots": 0
1736
+ },
1737
+ "deeparithmark": {
1738
+ "n": 1000,
1739
+ "acc": 27.0,
1740
+ "acc_norm": 26.7,
1741
+ "soft": 25.476864875352845,
1742
+ "disagreements": 39,
1743
+ "by_depth": {
1744
+ "2": {
1745
+ "acc_norm": 28.8,
1746
+ "soft": 25.581087844845392,
1747
+ "n": 250
1748
+ },
1749
+ "3": {
1750
+ "acc_norm": 24.4,
1751
+ "soft": 25.683766961099032,
1752
+ "n": 250
1753
+ },
1754
+ "4": {
1755
+ "acc_norm": 28.8,
1756
+ "soft": 25.509497003686313,
1757
+ "n": 250
1758
+ },
1759
+ "5": {
1760
+ "acc_norm": 24.8,
1761
+ "soft": 25.133107691780598,
1762
+ "n": 250
1763
+ }
1764
+ },
1765
+ "by_topic": {
1766
+ "fractions": {
1767
+ "acc_norm": 27.272727272727273,
1768
+ "n": 44
1769
+ },
1770
+ "measurement": {
1771
+ "acc_norm": 30.303030303030305,
1772
+ "n": 33
1773
+ },
1774
+ "money": {
1775
+ "acc_norm": 38.095238095238095,
1776
+ "n": 63
1777
+ },
1778
+ "money_percent": {
1779
+ "acc_norm": 12.295081967213115,
1780
+ "n": 122
1781
+ },
1782
+ "money_rate": {
1783
+ "acc_norm": 23.80952380952381,
1784
+ "n": 84
1785
+ },
1786
+ "multi_step_inventory": {
1787
+ "acc_norm": 30.64516129032258,
1788
+ "n": 62
1789
+ },
1790
+ "percent": {
1791
+ "acc_norm": 37.5,
1792
+ "n": 48
1793
+ },
1794
+ "percent_money": {
1795
+ "acc_norm": 26.984126984126984,
1796
+ "n": 63
1797
+ },
1798
+ "percent_multi_step": {
1799
+ "acc_norm": 22.89156626506024,
1800
+ "n": 83
1801
+ },
1802
+ "rate": {
1803
+ "acc_norm": 19.35483870967742,
1804
+ "n": 62
1805
+ },
1806
+ "rate_pay": {
1807
+ "acc_norm": 13.333333333333334,
1808
+ "n": 45
1809
+ },
1810
+ "rate_time": {
1811
+ "acc_norm": 3.0303030303030303,
1812
+ "n": 33
1813
+ },
1814
+ "ratio": {
1815
+ "acc_norm": 27.710843373493976,
1816
+ "n": 83
1817
+ },
1818
+ "time": {
1819
+ "acc_norm": 40.57142857142857,
1820
+ "n": 175
1821
+ }
1822
+ },
1823
+ "by_template": {
1824
+ "discount_tax_coupon_split": {
1825
+ "acc_norm": 26.984126984126984,
1826
+ "n": 63
1827
+ },
1828
+ "inventory_boxes": {
1829
+ "acc_norm": 30.64516129032258,
1830
+ "n": 62
1831
+ },
1832
+ "inventory_percent_chain": {
1833
+ "acc_norm": 22.89156626506024,
1834
+ "n": 83
1835
+ },
1836
+ "measure_cm_cut": {
1837
+ "acc_norm": 30.303030303030305,
1838
+ "n": 33
1839
+ },
1840
+ "mix_split": {
1841
+ "acc_norm": 38.095238095238095,
1842
+ "n": 63
1843
+ },
1844
+ "money_discount_fee": {
1845
+ "acc_norm": 12.295081967213115,
1846
+ "n": 122
1847
+ },
1848
+ "prize_ratio_charity": {
1849
+ "acc_norm": 27.710843373493976,
1850
+ "n": 83
1851
+ },
1852
+ "salary_overtime_tax": {
1853
+ "acc_norm": 23.80952380952381,
1854
+ "n": 84
1855
+ },
1856
+ "schedule_sessions": {
1857
+ "acc_norm": 29.78723404255319,
1858
+ "n": 47
1859
+ },
1860
+ "share_then_split": {
1861
+ "acc_norm": 27.272727272727273,
1862
+ "n": 44
1863
+ },
1864
+ "stock_percent_pack": {
1865
+ "acc_norm": 37.5,
1866
+ "n": 48
1867
+ },
1868
+ "tank_fill": {
1869
+ "acc_norm": 19.35483870967742,
1870
+ "n": 62
1871
+ },
1872
+ "time_clock_end": {
1873
+ "acc_norm": 44.53125,
1874
+ "n": 128
1875
+ },
1876
+ "trip_minutes": {
1877
+ "acc_norm": 3.0303030303030303,
1878
+ "n": 33
1879
+ },
1880
+ "two_rate_pay": {
1881
+ "acc_norm": 13.333333333333334,
1882
+ "n": 45
1883
+ }
1884
+ }
1885
+ },
1886
+ "arithmark3": {
1887
+ "n": 1000,
1888
+ "acc": 75.7,
1889
+ "acc_norm": 75.4,
1890
+ "soft": 35.27921311953758,
1891
+ "disagreements": 5,
1892
+ "by_depth": {},
1893
+ "by_topic": {
1894
+ "addition": {
1895
+ "acc_norm": 54.6875,
1896
+ "n": 128
1897
+ },
1898
+ "comparison": {
1899
+ "acc_norm": 95.45454545454545,
1900
+ "n": 44
1901
+ },
1902
+ "comparison_difference": {
1903
+ "acc_norm": 100.0,
1904
+ "n": 48
1905
+ },
1906
+ "data": {
1907
+ "acc_norm": 58.13953488372093,
1908
+ "n": 43
1909
+ },
1910
+ "division": {
1911
+ "acc_norm": 100.0,
1912
+ "n": 54
1913
+ },
1914
+ "fractions_counting": {
1915
+ "acc_norm": 34.0,
1916
+ "n": 50
1917
+ },
1918
+ "geometry_area": {
1919
+ "acc_norm": 96.15384615384616,
1920
+ "n": 52
1921
+ },
1922
+ "geometry_perimeter": {
1923
+ "acc_norm": 82.22222222222223,
1924
+ "n": 45
1925
+ },
1926
+ "measurement": {
1927
+ "acc_norm": 65.78947368421052,
1928
+ "n": 76
1929
+ },
1930
+ "money": {
1931
+ "acc_norm": 93.75,
1932
+ "n": 64
1933
+ },
1934
+ "multiplication": {
1935
+ "acc_norm": 89.1891891891892,
1936
+ "n": 74
1937
+ },
1938
+ "patterns": {
1939
+ "acc_norm": 100.0,
1940
+ "n": 53
1941
+ },
1942
+ "subtraction": {
1943
+ "acc_norm": 74.35897435897436,
1944
+ "n": 117
1945
+ },
1946
+ "time": {
1947
+ "acc_norm": 100.0,
1948
+ "n": 55
1949
+ },
1950
+ "two_step_add_subtract": {
1951
+ "acc_norm": 26.08695652173913,
1952
+ "n": 46
1953
+ },
1954
+ "two_step_addition": {
1955
+ "acc_norm": 89.47368421052632,
1956
+ "n": 19
1957
+ },
1958
+ "two_step_subtraction": {
1959
+ "acc_norm": 34.375,
1960
+ "n": 32
1961
+ }
1962
+ },
1963
+ "by_template": {
1964
+ "add_bag": {
1965
+ "acc_norm": 63.1578947368421,
1966
+ "n": 19
1967
+ },
1968
+ "add_boxes": {
1969
+ "acc_norm": 30.76923076923077,
1970
+ "n": 26
1971
+ },
1972
+ "add_friend": {
1973
+ "acc_norm": 73.91304347826087,
1974
+ "n": 23
1975
+ },
1976
+ "add_shelf": {
1977
+ "acc_norm": 76.92307692307692,
1978
+ "n": 26
1979
+ },
1980
+ "add_team": {
1981
+ "acc_norm": 37.5,
1982
+ "n": 24
1983
+ },
1984
+ "add_tray": {
1985
+ "acc_norm": 40.0,
1986
+ "n": 10
1987
+ },
1988
+ "comp_fewer_total": {
1989
+ "acc_norm": 100.0,
1990
+ "n": 23
1991
+ },
1992
+ "comp_less_by": {
1993
+ "acc_norm": 100.0,
1994
+ "n": 26
1995
+ },
1996
+ "comp_more_by": {
1997
+ "acc_norm": 100.0,
1998
+ "n": 22
1999
+ },
2000
+ "comp_more_total": {
2001
+ "acc_norm": 90.47619047619048,
2002
+ "n": 21
2003
+ },
2004
+ "data_difference_votes": {
2005
+ "acc_norm": 100.0,
2006
+ "n": 22
2007
+ },
2008
+ "data_total_votes": {
2009
+ "acc_norm": 14.285714285714286,
2010
+ "n": 21
2011
+ },
2012
+ "div_bags": {
2013
+ "acc_norm": 100.0,
2014
+ "n": 19
2015
+ },
2016
+ "div_friends": {
2017
+ "acc_norm": 100.0,
2018
+ "n": 20
2019
+ },
2020
+ "div_rows": {
2021
+ "acc_norm": 100.0,
2022
+ "n": 15
2023
+ },
2024
+ "frac_left": {
2025
+ "acc_norm": 26.31578947368421,
2026
+ "n": 19
2027
+ },
2028
+ "frac_shared": {
2029
+ "acc_norm": 60.0,
2030
+ "n": 10
2031
+ },
2032
+ "frac_two_plates": {
2033
+ "acc_norm": 28.571428571428573,
2034
+ "n": 21
2035
+ },
2036
+ "geom_area_rect": {
2037
+ "acc_norm": 100.0,
2038
+ "n": 26
2039
+ },
2040
+ "geom_perim_rect": {
2041
+ "acc_norm": 69.23076923076923,
2042
+ "n": 26
2043
+ },
2044
+ "geom_perim_square": {
2045
+ "acc_norm": 100.0,
2046
+ "n": 19
2047
+ },
2048
+ "geom_tiles": {
2049
+ "acc_norm": 92.3076923076923,
2050
+ "n": 26
2051
+ },
2052
+ "measure_cut": {
2053
+ "acc_norm": 42.30769230769231,
2054
+ "n": 26
2055
+ },
2056
+ "measure_difference": {
2057
+ "acc_norm": 91.66666666666667,
2058
+ "n": 24
2059
+ },
2060
+ "measure_join": {
2061
+ "acc_norm": 65.38461538461539,
2062
+ "n": 26
2063
+ },
2064
+ "money_change": {
2065
+ "acc_norm": 96.0,
2066
+ "n": 25
2067
+ },
2068
+ "money_left": {
2069
+ "acc_norm": 100.0,
2070
+ "n": 19
2071
+ },
2072
+ "money_two_items": {
2073
+ "acc_norm": 85.0,
2074
+ "n": 20
2075
+ },
2076
+ "mult_boxes": {
2077
+ "acc_norm": 82.6086956521739,
2078
+ "n": 23
2079
+ },
2080
+ "mult_days": {
2081
+ "acc_norm": 96.0,
2082
+ "n": 25
2083
+ },
2084
+ "mult_rows": {
2085
+ "acc_norm": 88.46153846153847,
2086
+ "n": 26
2087
+ },
2088
+ "pattern_count_down": {
2089
+ "acc_norm": 100.0,
2090
+ "n": 19
2091
+ },
2092
+ "pattern_count_up": {
2093
+ "acc_norm": 100.0,
2094
+ "n": 24
2095
+ },
2096
+ "pattern_even_groups": {
2097
+ "acc_norm": 100.0,
2098
+ "n": 10
2099
+ },
2100
+ "sub_give": {
2101
+ "acc_norm": 28.571428571428573,
2102
+ "n": 21
2103
+ },
2104
+ "sub_lost": {
2105
+ "acc_norm": 43.47826086956522,
2106
+ "n": 23
2107
+ },
2108
+ "sub_sell": {
2109
+ "acc_norm": 96.0,
2110
+ "n": 25
2111
+ },
2112
+ "sub_take_from_box": {
2113
+ "acc_norm": 100.0,
2114
+ "n": 26
2115
+ },
2116
+ "sub_used": {
2117
+ "acc_norm": 95.45454545454545,
2118
+ "n": 22
2119
+ },
2120
+ "time_left": {
2121
+ "acc_norm": 100.0,
2122
+ "n": 19
2123
+ },
2124
+ "time_session": {
2125
+ "acc_norm": 100.0,
2126
+ "n": 15
2127
+ },
2128
+ "time_two_sessions": {
2129
+ "acc_norm": 100.0,
2130
+ "n": 21
2131
+ },
2132
+ "two_add_three_groups": {
2133
+ "acc_norm": 89.47368421052632,
2134
+ "n": 19
2135
+ },
2136
+ "two_classroom_remove": {
2137
+ "acc_norm": 31.818181818181817,
2138
+ "n": 22
2139
+ },
2140
+ "two_collect_give": {
2141
+ "acc_norm": 28.0,
2142
+ "n": 25
2143
+ },
2144
+ "two_lunch": {
2145
+ "acc_norm": 23.80952380952381,
2146
+ "n": 21
2147
+ },
2148
+ "two_use_twice": {
2149
+ "acc_norm": 40.0,
2150
+ "n": 10
2151
+ }
2152
+ }
2153
+ },
2154
+ "seconds": 178.91
2155
+ },
2156
+ {
2157
+ "model": "togethercomputer/Tev1-0.8B-experimental",
2158
+ "params": 752393024,
2159
+ "protocol": {
2160
+ "dtype": "torch.bfloat16",
2161
+ "batch_size": 32,
2162
+ "max_context": 1024,
2163
+ "shots": 0
2164
+ },
2165
+ "deeparithmark": {
2166
+ "n": 1000,
2167
+ "acc": 22.1,
2168
+ "acc_norm": 23.1,
2169
+ "soft": 25.303719574335297,
2170
+ "disagreements": 38,
2171
+ "by_depth": {
2172
+ "2": {
2173
+ "acc_norm": 20.8,
2174
+ "soft": 25.320406476569072,
2175
+ "n": 250
2176
+ },
2177
+ "3": {
2178
+ "acc_norm": 24.4,
2179
+ "soft": 25.619604172043225,
2180
+ "n": 250
2181
+ },
2182
+ "4": {
2183
+ "acc_norm": 23.6,
2184
+ "soft": 25.367567267891502,
2185
+ "n": 250
2186
+ },
2187
+ "5": {
2188
+ "acc_norm": 23.6,
2189
+ "soft": 24.907300380837295,
2190
+ "n": 250
2191
+ }
2192
+ },
2193
+ "by_topic": {
2194
+ "fractions": {
2195
+ "acc_norm": 40.90909090909091,
2196
+ "n": 44
2197
+ },
2198
+ "measurement": {
2199
+ "acc_norm": 21.21212121212121,
2200
+ "n": 33
2201
+ },
2202
+ "money": {
2203
+ "acc_norm": 34.92063492063492,
2204
+ "n": 63
2205
+ },
2206
+ "money_percent": {
2207
+ "acc_norm": 4.098360655737705,
2208
+ "n": 122
2209
+ },
2210
+ "money_rate": {
2211
+ "acc_norm": 22.61904761904762,
2212
+ "n": 84
2213
+ },
2214
+ "multi_step_inventory": {
2215
+ "acc_norm": 20.967741935483872,
2216
+ "n": 62
2217
+ },
2218
+ "percent": {
2219
+ "acc_norm": 29.166666666666668,
2220
+ "n": 48
2221
+ },
2222
+ "percent_money": {
2223
+ "acc_norm": 17.46031746031746,
2224
+ "n": 63
2225
+ },
2226
+ "percent_multi_step": {
2227
+ "acc_norm": 20.481927710843372,
2228
+ "n": 83
2229
+ },
2230
+ "rate": {
2231
+ "acc_norm": 20.967741935483872,
2232
+ "n": 62
2233
+ },
2234
+ "rate_pay": {
2235
+ "acc_norm": 15.555555555555555,
2236
+ "n": 45
2237
+ },
2238
+ "rate_time": {
2239
+ "acc_norm": 3.0303030303030303,
2240
+ "n": 33
2241
+ },
2242
+ "ratio": {
2243
+ "acc_norm": 27.710843373493976,
2244
+ "n": 83
2245
+ },
2246
+ "time": {
2247
+ "acc_norm": 34.857142857142854,
2248
+ "n": 175
2249
+ }
2250
+ },
2251
+ "by_template": {
2252
+ "discount_tax_coupon_split": {
2253
+ "acc_norm": 17.46031746031746,
2254
+ "n": 63
2255
+ },
2256
+ "inventory_boxes": {
2257
+ "acc_norm": 20.967741935483872,
2258
+ "n": 62
2259
+ },
2260
+ "inventory_percent_chain": {
2261
+ "acc_norm": 20.481927710843372,
2262
+ "n": 83
2263
+ },
2264
+ "measure_cm_cut": {
2265
+ "acc_norm": 21.21212121212121,
2266
+ "n": 33
2267
+ },
2268
+ "mix_split": {
2269
+ "acc_norm": 34.92063492063492,
2270
+ "n": 63
2271
+ },
2272
+ "money_discount_fee": {
2273
+ "acc_norm": 4.098360655737705,
2274
+ "n": 122
2275
+ },
2276
+ "prize_ratio_charity": {
2277
+ "acc_norm": 27.710843373493976,
2278
+ "n": 83
2279
+ },
2280
+ "salary_overtime_tax": {
2281
+ "acc_norm": 22.61904761904762,
2282
+ "n": 84
2283
+ },
2284
+ "schedule_sessions": {
2285
+ "acc_norm": 29.78723404255319,
2286
+ "n": 47
2287
+ },
2288
+ "share_then_split": {
2289
+ "acc_norm": 40.90909090909091,
2290
+ "n": 44
2291
+ },
2292
+ "stock_percent_pack": {
2293
+ "acc_norm": 29.166666666666668,
2294
+ "n": 48
2295
+ },
2296
+ "tank_fill": {
2297
+ "acc_norm": 20.967741935483872,
2298
+ "n": 62
2299
+ },
2300
+ "time_clock_end": {
2301
+ "acc_norm": 36.71875,
2302
+ "n": 128
2303
+ },
2304
+ "trip_minutes": {
2305
+ "acc_norm": 3.0303030303030303,
2306
+ "n": 33
2307
+ },
2308
+ "two_rate_pay": {
2309
+ "acc_norm": 15.555555555555555,
2310
+ "n": 45
2311
+ }
2312
+ }
2313
+ },
2314
+ "arithmark3": {
2315
+ "n": 1000,
2316
+ "acc": 71.4,
2317
+ "acc_norm": 71.4,
2318
+ "soft": 33.4996357768817,
2319
+ "disagreements": 2,
2320
+ "by_depth": {},
2321
+ "by_topic": {
2322
+ "addition": {
2323
+ "acc_norm": 46.875,
2324
+ "n": 128
2325
+ },
2326
+ "comparison": {
2327
+ "acc_norm": 97.72727272727273,
2328
+ "n": 44
2329
+ },
2330
+ "comparison_difference": {
2331
+ "acc_norm": 100.0,
2332
+ "n": 48
2333
+ },
2334
+ "data": {
2335
+ "acc_norm": 65.11627906976744,
2336
+ "n": 43
2337
+ },
2338
+ "division": {
2339
+ "acc_norm": 100.0,
2340
+ "n": 54
2341
+ },
2342
+ "fractions_counting": {
2343
+ "acc_norm": 34.0,
2344
+ "n": 50
2345
+ },
2346
+ "geometry_area": {
2347
+ "acc_norm": 88.46153846153847,
2348
+ "n": 52
2349
+ },
2350
+ "geometry_perimeter": {
2351
+ "acc_norm": 73.33333333333333,
2352
+ "n": 45
2353
+ },
2354
+ "measurement": {
2355
+ "acc_norm": 60.526315789473685,
2356
+ "n": 76
2357
+ },
2358
+ "money": {
2359
+ "acc_norm": 89.0625,
2360
+ "n": 64
2361
+ },
2362
+ "multiplication": {
2363
+ "acc_norm": 75.67567567567568,
2364
+ "n": 74
2365
+ },
2366
+ "patterns": {
2367
+ "acc_norm": 98.11320754716981,
2368
+ "n": 53
2369
+ },
2370
+ "subtraction": {
2371
+ "acc_norm": 64.95726495726495,
2372
+ "n": 117
2373
+ },
2374
+ "time": {
2375
+ "acc_norm": 100.0,
2376
+ "n": 55
2377
+ },
2378
+ "two_step_add_subtract": {
2379
+ "acc_norm": 28.26086956521739,
2380
+ "n": 46
2381
+ },
2382
+ "two_step_addition": {
2383
+ "acc_norm": 100.0,
2384
+ "n": 19
2385
+ },
2386
+ "two_step_subtraction": {
2387
+ "acc_norm": 34.375,
2388
+ "n": 32
2389
+ }
2390
+ },
2391
+ "by_template": {
2392
+ "add_bag": {
2393
+ "acc_norm": 36.8421052631579,
2394
+ "n": 19
2395
+ },
2396
+ "add_boxes": {
2397
+ "acc_norm": 30.76923076923077,
2398
+ "n": 26
2399
+ },
2400
+ "add_friend": {
2401
+ "acc_norm": 60.869565217391305,
2402
+ "n": 23
2403
+ },
2404
+ "add_shelf": {
2405
+ "acc_norm": 92.3076923076923,
2406
+ "n": 26
2407
+ },
2408
+ "add_team": {
2409
+ "acc_norm": 16.666666666666668,
2410
+ "n": 24
2411
+ },
2412
+ "add_tray": {
2413
+ "acc_norm": 30.0,
2414
+ "n": 10
2415
+ },
2416
+ "comp_fewer_total": {
2417
+ "acc_norm": 100.0,
2418
+ "n": 23
2419
+ },
2420
+ "comp_less_by": {
2421
+ "acc_norm": 100.0,
2422
+ "n": 26
2423
+ },
2424
+ "comp_more_by": {
2425
+ "acc_norm": 100.0,
2426
+ "n": 22
2427
+ },
2428
+ "comp_more_total": {
2429
+ "acc_norm": 95.23809523809524,
2430
+ "n": 21
2431
+ },
2432
+ "data_difference_votes": {
2433
+ "acc_norm": 100.0,
2434
+ "n": 22
2435
+ },
2436
+ "data_total_votes": {
2437
+ "acc_norm": 28.571428571428573,
2438
+ "n": 21
2439
+ },
2440
+ "div_bags": {
2441
+ "acc_norm": 100.0,
2442
+ "n": 19
2443
+ },
2444
+ "div_friends": {
2445
+ "acc_norm": 100.0,
2446
+ "n": 20
2447
+ },
2448
+ "div_rows": {
2449
+ "acc_norm": 100.0,
2450
+ "n": 15
2451
+ },
2452
+ "frac_left": {
2453
+ "acc_norm": 47.36842105263158,
2454
+ "n": 19
2455
+ },
2456
+ "frac_shared": {
2457
+ "acc_norm": 10.0,
2458
+ "n": 10
2459
+ },
2460
+ "frac_two_plates": {
2461
+ "acc_norm": 33.333333333333336,
2462
+ "n": 21
2463
+ },
2464
+ "geom_area_rect": {
2465
+ "acc_norm": 96.15384615384616,
2466
+ "n": 26
2467
+ },
2468
+ "geom_perim_rect": {
2469
+ "acc_norm": 53.84615384615385,
2470
+ "n": 26
2471
+ },
2472
+ "geom_perim_square": {
2473
+ "acc_norm": 100.0,
2474
+ "n": 19
2475
+ },
2476
+ "geom_tiles": {
2477
+ "acc_norm": 80.76923076923077,
2478
+ "n": 26
2479
+ },
2480
+ "measure_cut": {
2481
+ "acc_norm": 34.61538461538461,
2482
+ "n": 26
2483
+ },
2484
+ "measure_difference": {
2485
+ "acc_norm": 100.0,
2486
+ "n": 24
2487
+ },
2488
+ "measure_join": {
2489
+ "acc_norm": 50.0,
2490
+ "n": 26
2491
+ },
2492
+ "money_change": {
2493
+ "acc_norm": 100.0,
2494
+ "n": 25
2495
+ },
2496
+ "money_left": {
2497
+ "acc_norm": 94.73684210526316,
2498
+ "n": 19
2499
+ },
2500
+ "money_two_items": {
2501
+ "acc_norm": 70.0,
2502
+ "n": 20
2503
+ },
2504
+ "mult_boxes": {
2505
+ "acc_norm": 82.6086956521739,
2506
+ "n": 23
2507
+ },
2508
+ "mult_days": {
2509
+ "acc_norm": 92.0,
2510
+ "n": 25
2511
+ },
2512
+ "mult_rows": {
2513
+ "acc_norm": 53.84615384615385,
2514
+ "n": 26
2515
+ },
2516
+ "pattern_count_down": {
2517
+ "acc_norm": 94.73684210526316,
2518
+ "n": 19
2519
+ },
2520
+ "pattern_count_up": {
2521
+ "acc_norm": 100.0,
2522
+ "n": 24
2523
+ },
2524
+ "pattern_even_groups": {
2525
+ "acc_norm": 100.0,
2526
+ "n": 10
2527
+ },
2528
+ "sub_give": {
2529
+ "acc_norm": 23.80952380952381,
2530
+ "n": 21
2531
+ },
2532
+ "sub_lost": {
2533
+ "acc_norm": 8.695652173913043,
2534
+ "n": 23
2535
+ },
2536
+ "sub_sell": {
2537
+ "acc_norm": 84.0,
2538
+ "n": 25
2539
+ },
2540
+ "sub_take_from_box": {
2541
+ "acc_norm": 100.0,
2542
+ "n": 26
2543
+ },
2544
+ "sub_used": {
2545
+ "acc_norm": 100.0,
2546
+ "n": 22
2547
+ },
2548
+ "time_left": {
2549
+ "acc_norm": 100.0,
2550
+ "n": 19
2551
+ },
2552
+ "time_session": {
2553
+ "acc_norm": 100.0,
2554
+ "n": 15
2555
+ },
2556
+ "time_two_sessions": {
2557
+ "acc_norm": 100.0,
2558
+ "n": 21
2559
+ },
2560
+ "two_add_three_groups": {
2561
+ "acc_norm": 100.0,
2562
+ "n": 19
2563
+ },
2564
+ "two_classroom_remove": {
2565
+ "acc_norm": 22.727272727272727,
2566
+ "n": 22
2567
+ },
2568
+ "two_collect_give": {
2569
+ "acc_norm": 28.0,
2570
+ "n": 25
2571
+ },
2572
+ "two_lunch": {
2573
+ "acc_norm": 28.571428571428573,
2574
+ "n": 21
2575
+ },
2576
+ "two_use_twice": {
2577
+ "acc_norm": 60.0,
2578
+ "n": 10
2579
+ }
2580
+ }
2581
+ },
2582
+ "seconds": 190.64
2583
+ }
2584
+ ]
2585
+ }