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
.274
.303
.245
.443
148
.274
.298
.250
X
149
.273
.292
.254
X
150
.271
.387
.155
.069
151
.269
.374
.165
.086
152
.266
.304
.227
.278
153
.262
.091
.434
.409
154
.261
.195
.326
155
.260
.081
.440
.392
156
.260
.314
.205
.268
157
.257
.350
.163
.075
158
.256
.305
.206
.150
159
.253
.225
.281
.362
160
.252
.353
.150
.069
161
.252
.308
.195
.263
162
.250
.319
.182
.270
163
.248
.354
.141
.078
164
.248
.283
.212
.337
165
.246
.315
.178
.144
166
.246
.337
.155
.069
167
.244
.286
.202
.074
168
.241
.330
.151
.069
169
.236
X
.471
.379
170
.235
.339
.130
.069
171
.234
.151
.317
.284
172
.233
.269
.198
.444
173
.232
.250
.214
.060
174
.232
.290
.173
.485
175
.231
.271
.191
X
176
.229
.266
.192
X
177
.229
.232
.225
.255
178
.227
.320
.134
X
179
.224
X
.448
.333
180
.221
.310
.132
.069
181
.220
.275
.165
X
182
.220
.275
.164
X
183
.218
.289
.147
X
184
.218
.308
.128
.261
185
.217
.011
.423
.384
186
.216
.307
.126
.255
187
.215
.307
.123
.311
188
.215
.262
.168
X
189
.215
.287
.142
.205
190
.214
.269
.158
X
191
.208
.269
.147
.193
192
.208
.276
.141
.048
193
.208
.265
.151
X
194
.207
.283
.131
X
195
.206
.237
.176
.086
196
.206
.302
.110
.308
197
.204
.273
.135
X
198
.204
.273
.135
X
199
.203
.289
.118
.486
200
.203
.267
.139
X
201
.202
.266
.139
X
202
.202
.282
.122
.503
203
.200
.289
.111
.513
204
.198
.291
.104
.451
205
.197
X
.394
.382
206
.197
.300
.094
.444
207
.197
.306
.087
.108
208
.197
.281
.112
.185
209
.196
.256
.137
X
210
.196
.291
.101
.464
211
.196
.290
.101
.332
212
.195
.295
.096
.435
213
.195
.252
.139
X
214
.194
.289
.099
.378
215
.194
.283
.104
.464
216
.193
.287
.100
.035
217
.193
.289
.097
.452
218
.193
.310
.076
.407
219
.192
.295
.090
.414
220
.192
.287
.098
.358
221
.192
.290
.095
.046
222
.192
X
.384
.393
223
.192
.293
.091
.427
224
.191
.259
.124
X
225
.191
.255
.127
X
226
.191
.277
.105
X
227
.191
.271
.111
.491
228
.191
.256
.126
X
229
.191
.269
.113
X
230
.191
.291
.090
.421
231
.189
.289
.089
.421
232
.189
.289
.089
.446
233
.189
.284
.093
.362
234
.189
.288
.089
.391
235
.188
.264
.111
X
236
.187
.289
.085
.405
237
.184
.301
.067
.221
238
.184
.285
.083
.382
239
.184
.294
.073
.345
240
.183
.271
.096
.102
241
.183
.286
.080
.397
242
.183
.291
.075
.384
243
.183
.278
.087
.408
244
.182
.295
.069
.473
245
.182
.250
.114
X
246
.182
.275
.088
.373
247
.181
.269
.093
X
248
.181
.289
.073
.368
249
.181
.287
.075
.375
250
.180
X
.359
.396
251
.180
.249
.110
X
252
.179
.289
.070
X
253
.179
.281
.078
.368
254
.179
.279
.078
.390
255
.178
.286
.069
256
.177
.281
.074
.347
257
.177
.286
.067
258
.177
.279
.074
.379
259
.176
.282
.070
.381
260
.176
.294
.058
261
.176
.292
.059
.311
262
.176
.300
.051
X
263
.175
.239
.110
X
264
.175
.280
.070
.349
265
.174
.299
.049
X
266
.173
.285
.061
.067
267
.173
.300
.045
X
268
.172
.260
.083
X
269
.172
.279
.064
.369
270
.171
.281
.060
.230
271
.171
.281
.060
.039
272
.171
.281
.060
.284
273
.171
.281
.060
.126
274
.171
.281
.060
.284
275
.171
.281
.060
.284
276
.171
.281
.060
277
.171
.281
.060
.126
278
.171
.278
.064
X
279
.170
.278
.062
.376
280
.170
.280
.060
.044
281
.170
.278
.062
X
282
.170
.300
.040
X
283
.170
.292
.048
284
.170
.292
.048
X
285
.169
.278
.061
.245
286
.169
.299
.039
X
287
.169
.274
.064
.353
288
.169
.267
.071
.162
289
.169
.278
.060
X
290
.169
.268
.069
.371
291
.169
.289
.048
.348
292
.168
.270
.065
X
293
.167
.294
.040
.301
294
.167
.292
.042
X
295
.167
.280
.054
X
296
.167
.276
.057
.055
297
.166
.273
.060
.124
298
.166
.276
.057
X
299
.166
.271
.061
.459
300
.166
.311
.021
X
301
.166
.269
.063
.293
302
.166
.222
.109
.332
303
.165
.272
.059
X
304
.165
.265
.066
.346
305
.165
.263
.067
.314
306
.165
.227
.102
.549
307
.164
.289
.039
.069
308
.164
.192
.136
X
309
.163
.258
.069
.359
310
.163
.274
.053
.296
311
.163
.270
.056
X
312
.162
.260
.065
.343
313
.161
.174
.149
.594
314
.161
.268
.054
X
315
.160
.224
.095
.409
316
.159
.292
.027
X
317
.159
.263
.055
.270
318
.158
.285
.031
X
319
.158
.166
.150
.064
320
.157
.278
.035
X
321
.156
.257
.055
.274
322
.155
X
.311
.368
323
.154
.284
.023
X
324
.154
.275
.032
X
325
.153
.234
.072
.361
326
.153
.149
.157
.087
327
.153
.228
.078
.369
328
.152
.221
.084
.378
329
.150
.225
.076
.356
330
.150
.238
.063
.323
331
.149
.255
.044
.094
332
.149
.279
.018
X
333
.148
.283
.013
X
334
.148
.268
.027
X
335
.147
.206
.089
.389
336
.147
.224
.070
.367
337
.146
.279
.014
X
338
.146
.266
.026
X
339
.146
.225
.067
.351
340
.145
.231
.059
341
.145
.221
.068
.324
342
.145
.227
.062
.355
343
.144
.222
.067
.289
344
.144
.226
.062
.349
345
.143
.225
.060
.349
346
.142
.223
.060
.295
347
.141
.239
.042
.261
348
.141
.251
.030
X
349
.141
.217
.064
.322
350
.140
.260
.020
X
351
.139
.269
.010
X
352
.139
.220
.058
.324
353
.138
.217
.060
X
354
.138
.236
.041
X
355
.138
.274
.002
X
356
.138
.214
.063
.316
357
.135
.215
.056
X
358
.135
.216
.054
.317
359
.133
.218
.047
.285
360
.131
.208
.054
.327
361
.130
.209
.051
.273
362
.130
.212
.048
.271
363
.130
X
.259
.320
364
.129
.204
.053
.312
365
.128
.216
.040
.270
366
.127
X
.254
.342
367
.127
.205
.048
.215
368
.125
.223
.027
X
369
.124
.151
.098
.060
370
.124
.195
.052
.222
371
.122
.221
.022
X
372
.122
.217
.026
X
373
.117
.224
.011
X
374
.113
X
.227
.158
375
.113
.217
.009
X
376
.113
.207
.019
377
.113
.225
.001
X
378
.112
.204
.020
X
379
.111
.220
.001
X
380
.109
.173
.045
X
381
.107
.207
.008
X
382
.107
.185
.028
.071
383
.106
.211
X
X
384
.105
.204
.007
385
.105
.083
.126
.082
386
.102
.206
-0.001
X
387
.098
.191
.005
.013
388
.096
.184
.008
X
389
.095
.178
.013
X
390
.095
.189
X
X
391
.094
.170
.017
.069
392
.092
.091
.092
.059
393
.091
.161
.020
.016
394
.089
.177
.002
X
395
.089
.177
.001
X
396
.088
.105
.072
397
.088
.116
.060
.087
398
.086
.101
.072
.112
399
.086
.105
.066
400
.085
.106
.064
401
.085
.103
.067
402
.084
.167
.002
403
.083
.109
.056
404
.081
.118
.043
405
.079
.165
-0.007
406
.074
.137
.010
X
407
.073
.111
.035
X
408
.073
.094
.051
X
409
.072
.090
.053
410
.071
X
.141
411
.070
.104
.036
X
412
.068
.089
.047
413
.068
.106
.029
X
414
.067
.100
.034
X
415
.066
.091
.040
X
416
.065
.092
.038
.052
417
.063
.107
.019
X
418
.061
X
.123
419
.061
.130
-0.007
X
420
.061
.091
.030
421
.061
.086
.035
422
.060
.089
.032
422
.060
.089
.032
422
.060
.089
.032
422
.060
.089
.032
422
.060
.089
.032
422
.060
.089
.032
422
.060
.089
.032
422
.060
.089
.032
422
.060
.089
.032
431
.058
.088
.028
432
.056
.086
.026
433
.056
.085
.026
434
.054
.108
X
435
.043
.084
.003
X
436
.040
.080
-0.001
X
437
.036
.057
.014
X
438
.029
.062
-0.005
.054
439
.012
.024
X
X
440
.011
.019
.002
X
441
.009
.019
X
X
442
.009
.018
X
X
443
.008
.016
X
X
444
X
X
X
X
444
X
X
X
X
444
X
X
444
X
X
444
X
X
444
X
X
444
X
X
444
X
X
444
X
X
444
X
X
444
X
X
444
X
X
444
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.