Brain-Score Logo

Leaderboard

Min Alignment Max Alignment

Rank

Model

average 81

neural 38

behavior 43

engineering 25

1
.467
.378
.555
.221
2
.449
.338
.560
.436
3
.445
.343
.548
.516
4
.445
.332
.559
.430
5
.443
.341
.545
.409
6
.442
.352
.532
.495
7
.437
.381
.494
.490
8
.430
.327
.533
.629
9
.429
.337
.521
.577
10
.429
.319
.538
.453
11
.428
.346
.511
.489
12
.428
.338
.517
.535
13
.413
.303
.523
.288
14
.410
.325
.496
.449
15
.409
.386
.431
.457
16
.407
.353
.460
.488
17
.406
.337
.475
.487
18
.405
.254
.557
.486
19
.405
.348
.463
.466
20
.403
.338
.468
.308
21
.400
.350
.450
.478
22
.400
.337
.463
.386
23
.398
.323
.473
.486
24
.397
.360
.434
.475
25
.394
.275
.513
.256
26
.392
.320
.464
.348
27
.390
.317
.464
.478
28
.390
.314
.466
.243
29
.389
.313
.466
.485
30
.388
.306
.470
.231
31
.388
.261
.515
.510
32
.388
.297
.478
.440
33
.388
.342
.433
.189
34
.387
.302
.472
.405
35
.386
.340
.431
.225
36
.383
.360
.406
.432
37
.381
.369
.392
.428
38
.377
.305
.448
.441
39
.373
.317
.428
.410
40
.372
.330
.414
.378
41
.371
.324
.419
.427
42
.369
.310
.429
.367
43
.369
.331
.407
.389
44
.369
.340
.398
.425
45
.368
.316
.421
.587
46
.367
.325
.408
.524
47
.366
.320
.413
.393
48
.366
.332
.400
.275
49
.363
.322
.403
.445
50
.362
.298
.426
.420
51
.362
.326
.397
.352
52
.360
.290
.430
.355
53
.360
.320
.400
.494
54
.359
.220
.497
.508
55
.359
.327
.390
.405
56
.357
.328
.386
.367
57
.357
.332
.381
.467
58
.355
.331
.379
.356
59
.355
.288
.422
.379
60
.354
.318
.391
.494
61
.354
.350
.359
.490
62
.351
.342
.360
.435
63
.349
.308
.390
.549
64
.347
.294
.400
.428
65
.347
.346
.348
.419
66
.344
.307
.381
.590
67
.344
.321
.366
.235
68
.342
.316
.368
.143
69
.342
.337
.347
.353
70
.342
.342
.341
.380
71
.340
.364
.317
.397
72
.340
.303
.377
.502
73
.336
.292
.381
.287
74
.336
.331
.341
.427
75
.334
.327
.341
.437
76
.333
.326
.339
.419
77
.330
.344
.317
.397
78
.330
.343
.317
.397
79
.330
.300
.359
.396
80
.329
.328
.331
.347
81
.328
.297
.359
.344
82
.324
.241
.407
.237
83
.324
.309
.338
.526
84
.323
.321
.325
.137
85
.323
.299
.347
.318
86
.323
.316
.330
.308
87
.322
.311
.333
.188
88
.322
.289
.354
.301
89
.321
.353
.290
.384
90
.319
.352
.285
X
91
.319
.336
.301
.060
92
.318
.294
.343
.324
93
.318
.297
.339
.320
94
.318
.293
.343
.402
95
.317
.323
.311
.145
96
.317
.296
.339
.319
97
.317
.328
.306
X
98
.316
.289
.344
.376
99
.316
.333
.300
X
100
.315
.297
.332
.345
101
.314
.294
.334
.321
102
.314
.336
.292
.205
103
.314
.297
.331
.318
104
.313
.297
.330
.320
105
.313
.334
.292
.400
106
.312
.292
.333
.465
107
.312
.296
.328
.322
108
.312
.313
.310
.149
109
.311
.344
.278
.308
110
.310
.296
.324
.319
111
.310
.267
.353
.349
112
.310
.296
.324
.321
113
.309
.331
.287
X
114
.309
.318
.299
.152
115
.308
.340
.276
.128
116
.307
.339
.274
X
117
.307
.279
.334
.500
118
.305
.339
.272
.129
119
.305
.267
.343
.344
120
.304
.224
.384
.416
121
.304
.296
.311
.324
122
.303
.322
.285
.149
123
.303
.338
.268
.129
124
.303
.310
.295
.169
125
.302
.335
.270
.129
126
.302
.326
.277
X
127
.301
.334
.269
.129
128
.301
.338
.264
.129
129
.300
.301
.299
.526
130
.299
.335
.262
.128
131
.298
.310
.286
X
132
.297
.334
.259
.130
133
.296
.342
.250
.076
134
.296
.339
.253
.129
135
.295
.270
.320
.190
136
.294
.335
.252
.130
137
.292
.286
.299
.450
138
.292
.341
.242
X
139
.292
.322
.261
X
140
.288
.311
.266
.429
141
.286
.337
.235
.051
142
.285
.260
.310
.275
143
.282
.362
.203
X
144
.281
.142
.419
.242
145
.280
.387
.172
.069
146
.276
.305
.248
.326
147
.275
.313
.237
X
148
.274
.303
.245
.443
149
.274
.298
.250
X
150
.273
.292
.254
X
151
.271
.387
.155
.069
152
.269
.374
.165
.086
153
.266
.304
.227
.278
154
.262
.091
.434
.409
155
.261
.195
.326
156
.260
.081
.440
.392
157
.260
.314
.205
.268
158
.257
.350
.163
.075
159
.256
.305
.206
.150
160
.253
.225
.281
.362
161
.252
.353
.150
.069
162
.252
.308
.195
.263
163
.250
.319
.182
.270
164
.248
.354
.141
.078
165
.248
.283
.212
.337
166
.246
.315
.178
.144
167
.246
.337
.155
.069
168
.244
.286
.202
.074
169
.241
.330
.151
.069
170
.236
X
.471
.379
171
.235
.339
.130
.069
172
.234
.151
.317
.284
173
.233
.269
.198
.444
174
.232
.250
.214
.060
175
.232
.290
.173
.485
176
.231
.271
.191
X
177
.229
.266
.192
X
178
.229
.232
.225
.255
179
.227
.320
.134
X
180
.224
X
.448
.333
181
.221
.310
.132
.069
182
.220
.275
.165
X
183
.220
.275
.164
X
184
.218
.289
.147
X
185
.218
.308
.128
.261
186
.217
.011
.423
.384
187
.216
.307
.126
.255
188
.215
.307
.123
.311
189
.215
.262
.168
X
190
.215
.287
.142
.205
191
.214
.269
.158
X
192
.208
.269
.147
.193
193
.208
.276
.141
.048
194
.208
.265
.151
X
195
.207
.283
.131
X
196
.206
.237
.176
.086
197
.206
.302
.110
.308
198
.204
.273
.135
X
199
.204
.273
.135
X
200
.203
.289
.118
.486
201
.203
.267
.139
X
202
.202
.266
.139
X
203
.202
.282
.122
.503
204
.200
.289
.111
.513
205
.198
.291
.104
.451
206
.197
X
.394
.382
207
.197
.300
.094
.444
208
.197
.306
.087
.108
209
.197
.281
.112
.185
210
.196
.256
.137
X
211
.196
.291
.101
.464
212
.196
.290
.101
.332
213
.195
.295
.096
.435
214
.195
.252
.139
X
215
.194
.289
.099
.378
216
.194
.283
.104
.464
217
.193
.287
.100
.035
218
.193
.289
.097
.452
219
.193
.310
.076
.407
220
.192
.295
.090
.414
221
.192
.287
.098
.358
222
.192
.290
.095
.046
223
.192
X
.384
.393
224
.192
.293
.091
.427
225
.191
.259
.124
X
226
.191
.255
.127
X
227
.191
.277
.105
X
228
.191
.271
.111
.491
229
.191
.256
.126
X
230
.191
.269
.113
X
231
.191
.291
.090
.421
232
.189
.289
.089
.421
233
.189
.289
.089
.446
234
.189
.284
.093
.362
235
.189
.288
.089
.391
236
.188
.264
.111
X
237
.187
.289
.085
.405
238
.184
.301
.067
.221
239
.184
.285
.083
.382
240
.184
.294
.073
.345
241
.183
.271
.096
.102
242
.183
.286
.080
.397
243
.183
.291
.075
.384
244
.183
.278
.087
.408
245
.182
.295
.069
.473
246
.182
.250
.114
X
247
.182
.275
.088
.373
248
.181
.269
.093
X
249
.181
.289
.073
.368
250
.181
.287
.075
.375
251
.180
.250
.111
X
252
.180
X
.359
.396
253
.180
.249
.110
X
254
.179
.289
.070
X
255
.179
.281
.078
.368
256
.179
.279
.078
.390
257
.178
.286
.069
258
.177
.281
.074
.347
259
.177
.286
.067
260
.177
.279
.074
.379
261
.176
.282
.070
.381
262
.176
.294
.058
263
.176
.292
.059
.311
264
.176
.300
.051
X
265
.175
.239
.110
X
266
.175
.280
.070
.349
267
.174
.299
.049
X
268
.173
.285
.061
.067
269
.173
.300
.045
X
270
.172
.260
.083
X
271
.172
.279
.064
.369
272
.171
.281
.060
.230
273
.171
.281
.060
.039
274
.171
.281
.060
.284
275
.171
.281
.060
.126
276
.171
.281
.060
.284
277
.171
.281
.060
.284
278
.171
.281
.060
279
.171
.281
.060
.126
280
.171
.278
.064
X
281
.170
.278
.062
.376
282
.170
.280
.060
.044
283
.170
.278
.062
X
284
.170
.300
.040
X
285
.170
.292
.048
286
.170
.292
.048
X
287
.169
.278
.061
.245
288
.169
.299
.039
X
289
.169
.274
.064
.353
290
.169
.267
.071
.162
291
.169
.278
.060
X
292
.169
.268
.069
.371
293
.169
.289
.048
.348
294
.168
.270
.065
X
295
.167
.294
.040
.301
296
.167
.292
.042
X
297
.167
.280
.054
X
298
.167
.276
.057
.055
299
.166
.273
.060
.124
300
.166
.276
.057
X
301
.166
.271
.061
.459
302
.166
.311
.021
X
303
.166
.269
.063
.293
304
.166
.222
.109
.332
305
.165
.272
.059
X
306
.165
.265
.066
.346
307
.165
.263
.067
.314
308
.165
.227
.102
.549
309
.164
.289
.039
.069
310
.164
.192
.136
X
311
.163
.258
.069
.359
312
.163
.274
.053
.296
313
.163
.270
.056
X
314
.162
.260
.065
.343
315
.161
.174
.149
.594
316
.161
.268
.054
X
317
.160
.224
.095
.409
318
.159
.292
.027
X
319
.159
.263
.055
.270
320
.158
.285
.031
X
321
.158
.166
.150
.064
322
.157
.278
.035
X
323
.156
.257
.055
.274
324
.155
X
.311
.368
325
.154
.284
.023
X
326
.154
.275
.032
X
327
.153
.234
.072
.361
328
.153
.149
.157
.087
329
.153
.228
.078
.369
330
.152
.221
.084
.378
331
.150
.225
.076
.356
332
.150
.238
.063
.323
333
.149
.255
.044
.094
334
.149
.279
.018
X
335
.148
.283
.013
X
336
.148
.268
.027
X
337
.147
.206
.089
.389
338
.147
.224
.070
.367
339
.146
.279
.014
X
340
.146
.266
.026
X
341
.146
.225
.067
.351
342
.145
.231
.059
343
.145
.221
.068
.324
344
.145
.227
.062
.355
345
.144
.222
.067
.289
346
.144
.226
.062
.349
347
.143
.225
.060
.349
348
.142
.223
.060
.295
349
.141
.239
.042
.261
350
.141
.251
.030
X
351
.141
.217
.064
.322
352
.140
.260
.020
X
353
.139
.269
.010
X
354
.139
.220
.058
.324
355
.138
.217
.060
X
356
.138
.236
.041
X
357
.138
.274
.002
X
358
.138
.214
.063
.316
359
.135
.215
.056
X
360
.135
.216
.054
.317
361
.133
.218
.047
.285
362
.131
.208
.054
.327
363
.130
.209
.051
.273
364
.130
.212
.048
.271
365
.130
X
.259
.320
366
.129
.204
.053
.312
367
.128
.216
.040
.270
368
.127
X
.254
.342
369
.127
.205
.048
.215
370
.125
.223
.027
X
371
.124
.151
.098
.060
372
.124
.195
.052
.222
373
.122
.221
.022
X
374
.122
.217
.026
X
375
.117
.224
.011
X
376
.113
X
.227
.158
377
.113
.217
.009
X
378
.113
.207
.019
379
.113
.225
.001
X
380
.112
.204
.020
X
381
.111
.220
.001
X
382
.109
.173
.045
X
383
.107
.207
.008
X
384
.107
.185
.028
.071
385
.106
.211
X
X
386
.105
.204
.007
387
.105
.083
.126
.082
388
.102
.206
-0.001
X
389
.098
.191
.005
.013
390
.096
.184
.008
X
391
.095
.178
.013
X
392
.095
.189
X
X
393
.094
.170
.017
.069
394
.092
.091
.092
.059
395
.091
.161
.020
.016
396
.089
.177
.002
X
397
.089
.177
.001
X
398
.088
.105
.072
399
.088
.116
.060
.087
400
.086
.101
.072
.112
401
.086
.105
.066
402
.085
.106
.064
403
.085
.103
.067
404
.084
.167
.002
405
.083
.109
.056
406
.081
.118
.043
407
.079
.165
-0.007
408
.074
.137
.010
X
409
.073
.111
.035
X
410
.073
.094
.051
X
411
.072
.090
.053
412
.071
X
.141
413
.070
.104
.036
X
414
.068
.089
.047
415
.068
.106
.029
X
416
.067
.100
.034
X
417
.066
.091
.040
X
418
.065
.092
.038
.052
419
.063
.107
.019
X
420
.061
X
.123
421
.061
.130
-0.007
X
422
.061
.091
.030
423
.061
.086
.035
424
.060
.089
.032
424
.060
.089
.032
424
.060
.089
.032
424
.060
.089
.032
424
.060
.089
.032
424
.060
.089
.032
424
.060
.089
.032
424
.060
.089
.032
424
.060
.089
.032
433
.058
.088
.028
434
.056
.086
.026
435
.056
.085
.026
436
.054
.108
X
437
.043
.084
.003
X
438
.040
.080
-0.001
X
439
.036
.057
.014
X
440
.029
.062
-0.005
.054
441
.012
.024
X
X
442
.011
.019
.002
X
443
.009
.019
X
X
444
.009
.018
X
X
445
.008
.016
X
X
446
X
X
X
X
446
X
X
X
X
446
X
X
446
X
X
446
X
X
446
X
X
446
X
X
446
X
X
446
X
X
446
X
X
446
X
X
446
X
X
446
X
X

How to Interpret

The leaderboard is the heart of Brain-Score. It displays scores, all ranging from 0-1 (where 1 indicates closest alignment between model and collected data), on every benchmark available. Benchmarks are arranged hierarchically, with scores for each child benchmark averaged together to create the overall score for the parent.

Ready to Submit

If you would like to submit your own model to Brain-Score, we highly recommend you complete our tutorial series here. It covers how to score a model on a single benchmark locally, walkthroughs of model submission packages, and more.