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
.322
.311
.333
.188
87
.322
.289
.354
.301
88
.321
.353
.290
.384
89
.319
.352
.285
X
90
.319
.336
.301
.060
91
.318
.294
.343
.324
92
.318
.297
.339
.320
93
.318
.293
.343
.402
94
.317
.323
.311
.145
95
.317
.296
.339
.319
96
.317
.328
.306
X
97
.316
.289
.344
.376
98
.316
.333
.300
X
99
.315
.297
.332
.345
100
.314
.294
.334
.321
101
.314
.336
.292
.205
102
.314
.297
.331
.318
103
.313
.297
.330
.320
104
.313
.334
.292
.400
105
.312
.292
.333
.465
106
.312
.296
.328
.322
107
.312
.313
.310
.149
108
.311
.344
.278
.308
109
.310
.296
.324
.319
110
.310
.267
.353
.349
111
.310
.296
.324
.321
112
.309
.331
.287
X
113
.309
.318
.299
.152
114
.308
.340
.276
.128
115
.307
.339
.274
X
116
.307
.279
.334
.500
117
.305
.339
.272
.129
118
.305
.267
.343
.344
119
.304
.224
.384
.416
120
.304
.296
.311
.324
121
.303
.322
.285
.149
122
.303
.338
.268
.129
123
.303
.310
.295
.169
124
.302
.335
.270
.129
125
.302
.326
.277
X
126
.301
.334
.269
.129
127
.301
.338
.264
.129
128
.300
.301
.299
.526
129
.299
.335
.262
.128
130
.298
.310
.286
X
131
.297
.334
.259
.130
132
.296
.342
.250
.076
133
.296
.339
.253
.129
134
.295
.270
.320
.190
135
.294
.335
.252
.130
136
.292
.286
.299
.450
137
.292
.341
.242
X
138
.292
.322
.261
X
139
.288
.311
.266
.429
140
.286
.337
.235
.051
141
.285
.260
.310
.275
142
.282
.362
.203
X
143
.281
.142
.419
.242
144
.280
.387
.172
.069
145
.276
.305
.248
.326
146
.274
.303
.245
.443
147
.274
.298
.250
X
148
.273
.292
.254
X
149
.271
.387
.155
.069
150
.269
.374
.165
.086
151
.266
.304
.227
.278
152
.262
.091
.434
.409
153
.261
.195
.326
154
.260
.081
.440
.392
155
.260
.314
.205
.268
156
.257
.350
.163
.075
157
.256
.305
.206
.150
158
.253
.225
.281
.362
159
.252
.353
.150
.069
160
.252
.308
.195
.263
161
.250
.319
.182
.270
162
.248
.354
.141
.078
163
.248
.283
.212
.337
164
.246
.315
.178
.144
165
.246
.337
.155
.069
166
.244
.286
.202
.074
167
.241
.330
.151
.069
168
.236
X
.471
.379
169
.235
.339
.130
.069
170
.234
.151
.317
.284
171
.233
.269
.198
.444
172
.232
.250
.214
.060
173
.232
.290
.173
.485
174
.231
.271
.191
X
175
.229
.266
.192
X
176
.229
.232
.225
.255
177
.227
.320
.134
X
178
.224
X
.448
.333
179
.221
.310
.132
.069
180
.220
.275
.165
X
181
.220
.275
.164
X
182
.218
.289
.147
X
183
.218
.308
.128
.261
184
.217
.011
.423
.384
185
.216
.307
.126
.255
186
.215
.307
.123
.311
187
.215
.262
.168
X
188
.215
.287
.142
.205
189
.214
.269
.158
X
190
.208
.269
.147
.193
191
.208
.276
.141
.048
192
.208
.265
.151
X
193
.207
.283
.131
X
194
.206
.237
.176
.086
195
.206
.302
.110
.308
196
.204
.273
.135
X
197
.204
.273
.135
X
198
.203
.289
.118
.486
199
.203
.267
.139
X
200
.202
.266
.139
X
201
.202
.282
.122
.503
202
.200
.289
.111
.513
203
.198
.291
.104
.451
204
.197
X
.394
.382
205
.197
.300
.094
.444
206
.197
.306
.087
.108
207
.197
.281
.112
.185
208
.196
.256
.137
X
209
.196
.291
.101
.464
210
.196
.290
.101
.332
211
.195
.295
.096
.435
212
.195
.252
.139
X
213
.194
.289
.099
.378
214
.194
.283
.104
.464
215
.193
.287
.100
.035
216
.193
.289
.097
.452
217
.193
.310
.076
.407
218
.192
.295
.090
.414
219
.192
.287
.098
.358
220
.192
.290
.095
.046
221
.192
X
.384
.393
222
.192
.293
.091
.427
223
.191
.259
.124
X
224
.191
.255
.127
X
225
.191
.277
.105
X
226
.191
.271
.111
.491
227
.191
.256
.126
X
228
.191
.269
.113
X
229
.191
.291
.090
.421
230
.189
.289
.089
.421
231
.189
.289
.089
.446
232
.189
.284
.093
.362
233
.189
.288
.089
.391
234
.188
.264
.111
X
235
.187
.289
.085
.405
236
.184
.301
.067
.221
237
.184
.285
.083
.382
238
.184
.294
.073
.345
239
.183
.271
.096
.102
240
.183
.286
.080
.397
241
.183
.291
.075
.384
242
.183
.278
.087
.408
243
.182
.295
.069
.473
244
.182
.250
.114
X
245
.182
.275
.088
.373
246
.181
.269
.093
X
247
.181
.289
.073
.368
248
.181
.287
.075
.375
249
.180
X
.359
.396
250
.180
.249
.110
X
251
.179
.289
.070
X
252
.179
.281
.078
.368
253
.179
.279
.078
.390
254
.178
.286
.069
255
.177
.281
.074
.347
256
.177
.286
.067
257
.177
.279
.074
.379
258
.176
.282
.070
.381
259
.176
.294
.058
260
.176
.292
.059
.311
261
.176
.300
.051
X
262
.175
.239
.110
X
263
.175
.280
.070
.349
264
.174
.299
.049
X
265
.173
.285
.061
.067
266
.173
.300
.045
X
267
.172
.260
.083
X
268
.172
.279
.064
.369
269
.171
.281
.060
.230
270
.171
.281
.060
.039
271
.171
.281
.060
.284
272
.171
.281
.060
.126
273
.171
.281
.060
.284
274
.171
.281
.060
.284
275
.171
.281
.060
276
.171
.281
.060
.126
277
.171
.278
.064
X
278
.170
.278
.062
.376
279
.170
.280
.060
.044
280
.170
.278
.062
X
281
.170
.300
.040
X
282
.170
.292
.048
283
.170
.292
.048
X
284
.169
.278
.061
.245
285
.169
.299
.039
X
286
.169
.274
.064
.353
287
.169
.267
.071
.162
288
.169
.278
.060
X
289
.169
.268
.069
.371
290
.169
.289
.048
.348
291
.168
.270
.065
X
292
.167
.294
.040
.301
293
.167
.292
.042
X
294
.167
.280
.054
X
295
.167
.276
.057
.055
296
.166
.273
.060
.124
297
.166
.276
.057
X
298
.166
.271
.061
.459
299
.166
.311
.021
X
300
.166
.269
.063
.293
301
.166
.222
.109
.332
302
.165
.272
.059
X
303
.165
.265
.066
.346
304
.165
.263
.067
.314
305
.165
.227
.102
.549
306
.164
.289
.039
.069
307
.164
.192
.136
X
308
.163
.258
.069
.359
309
.163
.274
.053
.296
310
.163
.270
.056
X
311
.162
.260
.065
.343
312
.161
.174
.149
.594
313
.161
.268
.054
X
314
.160
.224
.095
.409
315
.159
.292
.027
X
316
.159
.263
.055
.270
317
.158
.285
.031
X
318
.158
.166
.150
.064
319
.157
.278
.035
X
320
.156
.257
.055
.274
321
.155
X
.311
.368
322
.154
.284
.023
X
323
.154
.275
.032
X
324
.153
.234
.072
.361
325
.153
.149
.157
.087
326
.153
.228
.078
.369
327
.152
.221
.084
.378
328
.150
.225
.076
.356
329
.150
.238
.063
.323
330
.149
.255
.044
.094
331
.149
.279
.018
X
332
.148
.283
.013
X
333
.148
.268
.027
X
334
.147
.206
.089
.389
335
.147
.224
.070
.367
336
.146
.279
.014
X
337
.146
.266
.026
X
338
.146
.225
.067
.351
339
.145
.231
.059
340
.145
.221
.068
.324
341
.145
.227
.062
.355
342
.144
.222
.067
.289
343
.144
.226
.062
.349
344
.143
.225
.060
.349
345
.142
.223
.060
.295
346
.141
.239
.042
.261
347
.141
.251
.030
X
348
.141
.217
.064
.322
349
.140
.260
.020
X
350
.139
.269
.010
X
351
.139
.220
.058
.324
352
.138
.217
.060
X
353
.138
.236
.041
X
354
.138
.274
.002
X
355
.138
.214
.063
.316
356
.135
.215
.056
X
357
.135
.216
.054
.317
358
.133
.218
.047
.285
359
.131
.208
.054
.327
360
.130
.209
.051
.273
361
.130
.212
.048
.271
362
.130
X
.259
.320
363
.129
.204
.053
.312
364
.128
.216
.040
.270
365
.127
X
.254
.342
366
.127
.205
.048
.215
367
.125
.223
.027
X
368
.124
.151
.098
.060
369
.124
.195
.052
.222
370
.122
.221
.022
X
371
.122
.217
.026
X
372
.117
.224
.011
X
373
.113
X
.227
.158
374
.113
.217
.009
X
375
.113
.207
.019
376
.113
.225
.001
X
377
.112
.204
.020
X
378
.111
.220
.001
X
379
.109
.173
.045
X
380
.107
.207
.008
X
381
.107
.185
.028
.071
382
.106
.211
X
X
383
.105
.204
.007
384
.105
.083
.126
.082
385
.102
.206
-0.001
X
386
.098
.191
.005
.013
387
.096
.184
.008
X
388
.095
.178
.013
X
389
.095
.189
X
X
390
.094
.170
.017
.069
391
.092
.091
.092
.059
392
.091
.161
.020
.016
393
.089
.177
.002
X
394
.089
.177
.001
X
395
.088
.105
.072
396
.088
.116
.060
.087
397
.086
.101
.072
.112
398
.086
.105
.066
399
.085
.106
.064
400
.085
.103
.067
401
.084
.167
.002
402
.083
.109
.056
403
.081
.118
.043
404
.079
.165
-0.007
405
.074
.137
.010
X
406
.073
.111
.035
X
407
.073
.094
.051
X
408
.072
.090
.053
409
.071
X
.141
410
.070
.104
.036
X
411
.068
.089
.047
412
.068
.106
.029
X
413
.067
.100
.034
X
414
.066
.091
.040
X
415
.065
.092
.038
.052
416
.063
.107
.019
X
417
.061
X
.123
418
.061
.130
-0.007
X
419
.061
.091
.030
420
.061
.086
.035
421
.060
.089
.032
421
.060
.089
.032
421
.060
.089
.032
421
.060
.089
.032
421
.060
.089
.032
421
.060
.089
.032
421
.060
.089
.032
421
.060
.089
.032
421
.060
.089
.032
430
.058
.088
.028
431
.056
.086
.026
432
.056
.085
.026
433
.054
.108
X
434
.043
.084
.003
X
435
.040
.080
-0.001
X
436
.036
.057
.014
X
437
.029
.062
-0.005
.054
438
.012
.024
X
X
439
.011
.019
.002
X
440
.009
.019
X
X
441
.009
.018
X
X
442
.008
.016
X
X
443
X
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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.