File size: 5,381 Bytes
574b87a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
{
  "curves": {
    "N5_global_ridge": {
      "math": -0.010817307692307696,
      "code": 0.026984126984126878,
      "science": 1.5304878048780488
    },
    "N12_global_ridge": {
      "math": -0.03425480769230772,
      "code": 0.2539682539682539,
      "science": 2.073170731707317
    },
    "N12_topk8_global_ridge": {
      "math": -0.010817307692307696,
      "code": 0.2738095238095238,
      "science": 1.3353658536585367
    },
    "N12_topk12_global_ridge": {
      "math": -0.018629807692307716,
      "code": 0.23253968253968244,
      "science": 1.829268292682927
    },
    "N16_global_ridge": {
      "math": 0.027644230769230737,
      "code": 0.24682539682539684,
      "science": 1.5670731707317074
    },
    "N16_topk8_global_ridge": {
      "math": 0.050480769230769204,
      "code": 0.22539682539682537,
      "science": 1.50609756097561
    },
    "N16_topk12_global_ridge": {
      "math": 0.03906249999999999,
      "code": 0.2396825396825396,
      "science": 2.3170731707317076
    }
  },
  "details": {
    "N5_anchors": [
      "gsm8k",
      "svamp",
      "multiarith",
      "aqua_rat",
      "math_algebra_easy"
    ],
    "gsm_hard": {
      "N5_global_ridge": {
        "acc": 0.05333333333333334,
        "gap_recovered": -0.11538461538461542
      },
      "N12_global_ridge": {
        "acc": 0.05333333333333334,
        "gap_recovered": -0.11538461538461542
      },
      "N12_topk8_global_ridge": {
        "acc": 0.05333333333333334,
        "gap_recovered": -0.11538461538461542
      },
      "N12_topk12_global_ridge": {
        "acc": 0.05333333333333334,
        "gap_recovered": -0.11538461538461542
      },
      "N16_topk12_global_ridge": {
        "acc": 0.06333333333333334,
        "gap_recovered": 0.0
      }
    },
    "gsm8k_test_500": {
      "N5_global_ridge": {
        "acc": 0.1,
        "gap_recovered": 0.09375000000000003
      },
      "N12_global_ridge": {
        "acc": 0.09,
        "gap_recovered": 0.04687499999999998
      },
      "N12_topk8_global_ridge": {
        "acc": 0.1,
        "gap_recovered": 0.09375000000000003
      },
      "N12_topk12_global_ridge": {
        "acc": 0.09666666666666666,
        "gap_recovered": 0.07812499999999999
      },
      "N16_topk12_global_ridge": {
        "acc": 0.09666666666666666,
        "gap_recovered": 0.07812499999999999
      }
    },
    "mbpp_test_held": {
      "N5_global_ridge": {
        "acc": 0.24,
        "gap_recovered": 0.11111111111111091
      },
      "N12_global_ridge": {
        "acc": 0.25,
        "gap_recovered": 0.22222222222222213
      },
      "N12_topk8_global_ridge": {
        "acc": 0.26,
        "gap_recovered": 0.3333333333333333
      },
      "N12_topk12_global_ridge": {
        "acc": 0.25,
        "gap_recovered": 0.22222222222222213
      },
      "N16_topk12_global_ridge": {
        "acc": 0.25,
        "gap_recovered": 0.22222222222222213
      }
    },
    "mbpp_plus": {
      "N5_global_ridge": {
        "acc": 0.20333333333333334,
        "gap_recovered": -0.057142857142857155
      },
      "N12_global_ridge": {
        "acc": 0.2833333333333333,
        "gap_recovered": 0.28571428571428564
      },
      "N12_topk8_global_ridge": {
        "acc": 0.26666666666666666,
        "gap_recovered": 0.21428571428571425
      },
      "N12_topk12_global_ridge": {
        "acc": 0.2733333333333333,
        "gap_recovered": 0.24285714285714274
      },
      "N16_topk12_global_ridge": {
        "acc": 0.27666666666666667,
        "gap_recovered": 0.2571428571428571
      }
    },
    "arc_challenge": {
      "N5_global_ridge": {
        "acc": 0.7357859531772575,
        "gap_recovered": 3.0
      },
      "N12_global_ridge": {
        "acc": 0.7424749163879598,
        "gap_recovered": 4.0
      },
      "N12_topk8_global_ridge": {
        "acc": 0.7324414715719063,
        "gap_recovered": 2.5
      },
      "N12_topk12_global_ridge": {
        "acc": 0.7391304347826086,
        "gap_recovered": 3.5
      },
      "N16_topk12_global_ridge": {
        "acc": 0.745819397993311,
        "gap_recovered": 4.5
      }
    },
    "openbookqa_test": {
      "N5_global_ridge": {
        "acc": 0.7266666666666667,
        "gap_recovered": 0.060975609756097754
      },
      "N12_global_ridge": {
        "acc": 0.75,
        "gap_recovered": 0.14634146341463428
      },
      "N12_topk8_global_ridge": {
        "acc": 0.7566666666666667,
        "gap_recovered": 0.17073170731707346
      },
      "N12_topk12_global_ridge": {
        "acc": 0.7533333333333333,
        "gap_recovered": 0.15853658536585366
      },
      "N16_topk12_global_ridge": {
        "acc": 0.7466666666666667,
        "gap_recovered": 0.1341463414634149
      }
    },
    "N12_anchors": [
      "gsm8k",
      "svamp",
      "multiarith",
      "aqua_rat",
      "math_algebra_easy",
      "math_counting_easy",
      "mbpp",
      "humaneval",
      "mbpp_sanitized",
      "sciq",
      "arc_easy",
      "openbookqa"
    ],
    "N16_anchors": [
      "gsm8k",
      "svamp",
      "multiarith",
      "aqua_rat",
      "math_algebra_easy",
      "math_counting_easy",
      "mbpp",
      "humaneval",
      "mbpp_sanitized",
      "sciq",
      "arc_easy",
      "openbookqa",
      "medmcqa_easy",
      "mmlu_elementary_math",
      "mmlu_high_school_biology",
      "mmlu_high_school_physics"
    ]
  }
}