Improve dataset card: Add description, links, sample usage, and update metadata for PLSemanticsBench
#2
by
nielsr
HF Staff
- opened
README.md
CHANGED
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@@ -1,1067 +1,1238 @@
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|
|
| 1 |
+
---
|
| 2 |
+
license: cc0-1.0
|
| 3 |
+
task_categories:
|
| 4 |
+
- text-generation
|
| 5 |
+
- code-generation
|
| 6 |
+
language:
|
| 7 |
+
- en
|
| 8 |
+
tags:
|
| 9 |
+
- programming-languages
|
| 10 |
+
- code-reasoning
|
| 11 |
+
- semantics
|
| 12 |
+
- interpreters
|
| 13 |
+
dataset_info:
|
| 14 |
+
- config_name: predrule-IMP-SOS-mk-human-written
|
| 15 |
+
features:
|
| 16 |
+
- name: id
|
| 17 |
+
dtype: string
|
| 18 |
+
- name: program
|
| 19 |
+
dtype: string
|
| 20 |
+
- name: src-filename
|
| 21 |
+
dtype: string
|
| 22 |
+
- name: semantics-type
|
| 23 |
+
dtype: string
|
| 24 |
+
- name: syntax
|
| 25 |
+
dtype: string
|
| 26 |
+
- name: semantics
|
| 27 |
+
dtype: string
|
| 28 |
+
- name: language
|
| 29 |
+
dtype: string
|
| 30 |
+
- name: mutated-program
|
| 31 |
+
dtype: string
|
| 32 |
+
- name: mutated
|
| 33 |
+
dtype: bool
|
| 34 |
+
- name: mutation-pattern
|
| 35 |
+
dtype: string
|
| 36 |
+
- name: K-evaluatable
|
| 37 |
+
dtype: bool
|
| 38 |
+
- name: ground-truth
|
| 39 |
+
dtype: string
|
| 40 |
+
- name: sampled-statements
|
| 41 |
+
list:
|
| 42 |
+
- name: line_number
|
| 43 |
+
dtype: int64
|
| 44 |
+
- name: prior_state
|
| 45 |
+
struct:
|
| 46 |
+
- name: ble
|
| 47 |
+
dtype: int64
|
| 48 |
+
- name: ans
|
| 49 |
+
dtype: int64
|
| 50 |
+
- name: num
|
| 51 |
+
dtype: int64
|
| 52 |
+
- name: a
|
| 53 |
+
dtype: int64
|
| 54 |
+
- name: b
|
| 55 |
+
dtype: int64
|
| 56 |
+
- name: c
|
| 57 |
+
dtype: int64
|
| 58 |
+
- name: d
|
| 59 |
+
dtype: int64
|
| 60 |
+
- name: f
|
| 61 |
+
dtype: int64
|
| 62 |
+
- name: x
|
| 63 |
+
dtype: int64
|
| 64 |
+
- name: j
|
| 65 |
+
dtype: int64
|
| 66 |
+
- name: k
|
| 67 |
+
dtype: int64
|
| 68 |
+
- name: m
|
| 69 |
+
dtype: int64
|
| 70 |
+
- name: p
|
| 71 |
+
dtype: int64
|
| 72 |
+
- name: q
|
| 73 |
+
dtype: int64
|
| 74 |
+
- name: r
|
| 75 |
+
dtype: int64
|
| 76 |
+
- name: X
|
| 77 |
+
dtype: int64
|
| 78 |
+
- name: B
|
| 79 |
+
dtype: int64
|
| 80 |
+
- name: n
|
| 81 |
+
dtype: int64
|
| 82 |
+
- name: i
|
| 83 |
+
dtype: int64
|
| 84 |
+
- name: s
|
| 85 |
+
dtype: int64
|
| 86 |
+
- name: t
|
| 87 |
+
dtype: int64
|
| 88 |
+
- name: first
|
| 89 |
+
dtype: int64
|
| 90 |
+
- name: tk
|
| 91 |
+
dtype: int64
|
| 92 |
+
- name: y
|
| 93 |
+
dtype: int64
|
| 94 |
+
- name: T
|
| 95 |
+
dtype: int64
|
| 96 |
+
- name: aa
|
| 97 |
+
dtype: int64
|
| 98 |
+
- name: bb
|
| 99 |
+
dtype: int64
|
| 100 |
+
- name: tmp
|
| 101 |
+
dtype: int64
|
| 102 |
+
- name: xyz
|
| 103 |
+
dtype: int64
|
| 104 |
+
- name: cnt
|
| 105 |
+
dtype: int64
|
| 106 |
+
- name: vol
|
| 107 |
+
dtype: int64
|
| 108 |
+
- name: z
|
| 109 |
+
dtype: int64
|
| 110 |
+
- name: temp
|
| 111 |
+
dtype: int64
|
| 112 |
+
- name: n1
|
| 113 |
+
dtype: int64
|
| 114 |
+
- name: n2
|
| 115 |
+
dtype: int64
|
| 116 |
+
- name: n3
|
| 117 |
+
dtype: int64
|
| 118 |
+
- name: e
|
| 119 |
+
dtype: int64
|
| 120 |
+
- name: x1
|
| 121 |
+
dtype: int64
|
| 122 |
+
- name: x2
|
| 123 |
+
dtype: int64
|
| 124 |
+
- name: y1
|
| 125 |
+
dtype: int64
|
| 126 |
+
- name: count
|
| 127 |
+
dtype: int64
|
| 128 |
+
- name: y2
|
| 129 |
+
dtype: int64
|
| 130 |
+
- name: l
|
| 131 |
+
dtype: int64
|
| 132 |
+
- name: sum
|
| 133 |
+
dtype: int64
|
| 134 |
+
- name: k9m
|
| 135 |
+
dtype: int64
|
| 136 |
+
- name: x7f
|
| 137 |
+
dtype: int64
|
| 138 |
+
- name: p2d
|
| 139 |
+
dtype: int64
|
| 140 |
+
- name: h
|
| 141 |
+
dtype: int64
|
| 142 |
+
- name: l2
|
| 143 |
+
dtype: int64
|
| 144 |
+
- name: r2
|
| 145 |
+
dtype: int64
|
| 146 |
+
- name: number
|
| 147 |
+
dtype: int64
|
| 148 |
+
- name: ax1
|
| 149 |
+
dtype: int64
|
| 150 |
+
- name: ax2
|
| 151 |
+
dtype: int64
|
| 152 |
+
- name: ay1
|
| 153 |
+
dtype: int64
|
| 154 |
+
- name: ay2
|
| 155 |
+
dtype: int64
|
| 156 |
+
- name: bx1
|
| 157 |
+
dtype: int64
|
| 158 |
+
- name: bx2
|
| 159 |
+
dtype: int64
|
| 160 |
+
- name: by1
|
| 161 |
+
dtype: int64
|
| 162 |
+
- name: by2
|
| 163 |
+
dtype: int64
|
| 164 |
+
- name: left
|
| 165 |
+
dtype: int64
|
| 166 |
+
- name: oh
|
| 167 |
+
dtype: int64
|
| 168 |
+
- name: ow
|
| 169 |
+
dtype: int64
|
| 170 |
+
- name: right
|
| 171 |
+
dtype: int64
|
| 172 |
+
- name: r1x1
|
| 173 |
+
dtype: int64
|
| 174 |
+
- name: r1x2
|
| 175 |
+
dtype: int64
|
| 176 |
+
- name: r1y1
|
| 177 |
+
dtype: int64
|
| 178 |
+
- name: r1y2
|
| 179 |
+
dtype: int64
|
| 180 |
+
- name: r2x1
|
| 181 |
+
dtype: int64
|
| 182 |
+
- name: r2x2
|
| 183 |
+
dtype: int64
|
| 184 |
+
- name: r2y1
|
| 185 |
+
dtype: int64
|
| 186 |
+
- name: r2y2
|
| 187 |
+
dtype: int64
|
| 188 |
+
- name: rules
|
| 189 |
+
list: string
|
| 190 |
+
- name: cleaned_stmt
|
| 191 |
+
dtype: string
|
| 192 |
+
- name: control_stack
|
| 193 |
+
dtype: string
|
| 194 |
+
splits:
|
| 195 |
+
- name: train
|
| 196 |
+
num_bytes: 6777258
|
| 197 |
+
num_examples: 324
|
| 198 |
+
download_size: 208154
|
| 199 |
+
dataset_size: 6777258
|
| 200 |
+
- config_name: predrule-IMP-SOS-uk-human-written
|
| 201 |
+
features:
|
| 202 |
+
- name: id
|
| 203 |
+
dtype: string
|
| 204 |
+
- name: program
|
| 205 |
+
dtype: string
|
| 206 |
+
- name: src-filename
|
| 207 |
+
dtype: string
|
| 208 |
+
- name: semantics-type
|
| 209 |
+
dtype: string
|
| 210 |
+
- name: syntax
|
| 211 |
+
dtype: string
|
| 212 |
+
- name: semantics
|
| 213 |
+
dtype: string
|
| 214 |
+
- name: language
|
| 215 |
+
dtype: string
|
| 216 |
+
- name: mutated-program
|
| 217 |
+
dtype: string
|
| 218 |
+
- name: mutated
|
| 219 |
+
dtype: bool
|
| 220 |
+
- name: mutation-pattern
|
| 221 |
+
dtype: string
|
| 222 |
+
- name: K-evaluatable
|
| 223 |
+
dtype: bool
|
| 224 |
+
- name: ground-truth
|
| 225 |
+
dtype: string
|
| 226 |
+
- name: sampled-statements
|
| 227 |
+
list:
|
| 228 |
+
- name: line_number
|
| 229 |
+
dtype: int64
|
| 230 |
+
- name: prior_state
|
| 231 |
+
struct:
|
| 232 |
+
- name: ble
|
| 233 |
+
dtype: int64
|
| 234 |
+
- name: ans
|
| 235 |
+
dtype: int64
|
| 236 |
+
- name: i
|
| 237 |
+
dtype: int64
|
| 238 |
+
- name: n
|
| 239 |
+
dtype: int64
|
| 240 |
+
- name: x
|
| 241 |
+
dtype: int64
|
| 242 |
+
- name: y
|
| 243 |
+
dtype: int64
|
| 244 |
+
- name: a
|
| 245 |
+
dtype: int64
|
| 246 |
+
- name: b
|
| 247 |
+
dtype: int64
|
| 248 |
+
- name: c
|
| 249 |
+
dtype: int64
|
| 250 |
+
- name: p
|
| 251 |
+
dtype: int64
|
| 252 |
+
- name: q
|
| 253 |
+
dtype: int64
|
| 254 |
+
- name: m
|
| 255 |
+
dtype: int64
|
| 256 |
+
- name: temp
|
| 257 |
+
dtype: int64
|
| 258 |
+
- name: j
|
| 259 |
+
dtype: int64
|
| 260 |
+
- name: k
|
| 261 |
+
dtype: int64
|
| 262 |
+
- name: n1
|
| 263 |
+
dtype: int64
|
| 264 |
+
- name: n2
|
| 265 |
+
dtype: int64
|
| 266 |
+
- name: n3
|
| 267 |
+
dtype: int64
|
| 268 |
+
- name: num
|
| 269 |
+
dtype: int64
|
| 270 |
+
- name: d
|
| 271 |
+
dtype: int64
|
| 272 |
+
- name: f
|
| 273 |
+
dtype: int64
|
| 274 |
+
- name: r
|
| 275 |
+
dtype: int64
|
| 276 |
+
- name: X
|
| 277 |
+
dtype: int64
|
| 278 |
+
- name: B
|
| 279 |
+
dtype: int64
|
| 280 |
+
- name: s
|
| 281 |
+
dtype: int64
|
| 282 |
+
- name: t
|
| 283 |
+
dtype: int64
|
| 284 |
+
- name: first
|
| 285 |
+
dtype: int64
|
| 286 |
+
- name: tk
|
| 287 |
+
dtype: int64
|
| 288 |
+
- name: T
|
| 289 |
+
dtype: int64
|
| 290 |
+
- name: aa
|
| 291 |
+
dtype: int64
|
| 292 |
+
- name: bb
|
| 293 |
+
dtype: int64
|
| 294 |
+
- name: tmp
|
| 295 |
+
dtype: int64
|
| 296 |
+
- name: xyz
|
| 297 |
+
dtype: int64
|
| 298 |
+
- name: e
|
| 299 |
+
dtype: int64
|
| 300 |
+
- name: l
|
| 301 |
+
dtype: int64
|
| 302 |
+
- name: h
|
| 303 |
+
dtype: int64
|
| 304 |
+
- name: z
|
| 305 |
+
dtype: int64
|
| 306 |
+
- name: number
|
| 307 |
+
dtype: int64
|
| 308 |
+
- name: l2
|
| 309 |
+
dtype: int64
|
| 310 |
+
- name: r2
|
| 311 |
+
dtype: int64
|
| 312 |
+
- name: x1
|
| 313 |
+
dtype: int64
|
| 314 |
+
- name: x2
|
| 315 |
+
dtype: int64
|
| 316 |
+
- name: y1
|
| 317 |
+
dtype: int64
|
| 318 |
+
- name: count
|
| 319 |
+
dtype: int64
|
| 320 |
+
- name: y2
|
| 321 |
+
dtype: int64
|
| 322 |
+
- name: sum
|
| 323 |
+
dtype: int64
|
| 324 |
+
- name: k9m
|
| 325 |
+
dtype: int64
|
| 326 |
+
- name: x7f
|
| 327 |
+
dtype: int64
|
| 328 |
+
- name: p2d
|
| 329 |
+
dtype: int64
|
| 330 |
+
- name: cnt
|
| 331 |
+
dtype: int64
|
| 332 |
+
- name: vol
|
| 333 |
+
dtype: int64
|
| 334 |
+
- name: ax1
|
| 335 |
+
dtype: int64
|
| 336 |
+
- name: ax2
|
| 337 |
+
dtype: int64
|
| 338 |
+
- name: ay1
|
| 339 |
+
dtype: int64
|
| 340 |
+
- name: ay2
|
| 341 |
+
dtype: int64
|
| 342 |
+
- name: bx1
|
| 343 |
+
dtype: int64
|
| 344 |
+
- name: bx2
|
| 345 |
+
dtype: int64
|
| 346 |
+
- name: by1
|
| 347 |
+
dtype: int64
|
| 348 |
+
- name: by2
|
| 349 |
+
dtype: int64
|
| 350 |
+
- name: left
|
| 351 |
+
dtype: int64
|
| 352 |
+
- name: oh
|
| 353 |
+
dtype: int64
|
| 354 |
+
- name: ow
|
| 355 |
+
dtype: int64
|
| 356 |
+
- name: right
|
| 357 |
+
dtype: int64
|
| 358 |
+
- name: r1x1
|
| 359 |
+
dtype: int64
|
| 360 |
+
- name: r1x2
|
| 361 |
+
dtype: int64
|
| 362 |
+
- name: r1y1
|
| 363 |
+
dtype: int64
|
| 364 |
+
- name: r1y2
|
| 365 |
+
dtype: int64
|
| 366 |
+
- name: r2x1
|
| 367 |
+
dtype: int64
|
| 368 |
+
- name: r2x2
|
| 369 |
+
dtype: int64
|
| 370 |
+
- name: r2y1
|
| 371 |
+
dtype: int64
|
| 372 |
+
- name: r2y2
|
| 373 |
+
dtype: int64
|
| 374 |
+
- name: rules
|
| 375 |
+
list: string
|
| 376 |
+
- name: cleaned_stmt
|
| 377 |
+
dtype: string
|
| 378 |
+
- name: control_stack
|
| 379 |
+
dtype: string
|
| 380 |
+
splits:
|
| 381 |
+
- name: train
|
| 382 |
+
num_bytes: 3359261
|
| 383 |
+
num_examples: 162
|
| 384 |
+
download_size: 142836
|
| 385 |
+
dataset_size: 3359261
|
| 386 |
+
- config_name: predstate-IMP-K-mk-fuzzer-generated
|
| 387 |
+
features:
|
| 388 |
+
- name: id
|
| 389 |
+
dtype: string
|
| 390 |
+
- name: program
|
| 391 |
+
dtype: string
|
| 392 |
+
- name: src-filename
|
| 393 |
+
dtype: string
|
| 394 |
+
- name: semantics-type
|
| 395 |
+
dtype: string
|
| 396 |
+
- name: syntax
|
| 397 |
+
dtype: string
|
| 398 |
+
- name: semantics
|
| 399 |
+
dtype: string
|
| 400 |
+
- name: language
|
| 401 |
+
dtype: string
|
| 402 |
+
- name: mutated-program
|
| 403 |
+
dtype: string
|
| 404 |
+
- name: mutated
|
| 405 |
+
dtype: bool
|
| 406 |
+
- name: mutation-pattern
|
| 407 |
+
dtype: string
|
| 408 |
+
- name: K-evaluatable
|
| 409 |
+
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+
features:
|
| 850 |
+
- name: id
|
| 851 |
+
dtype: string
|
| 852 |
+
- name: program
|
| 853 |
+
dtype: string
|
| 854 |
+
- name: src-filename
|
| 855 |
+
dtype: string
|
| 856 |
+
- name: semantics-type
|
| 857 |
+
dtype: string
|
| 858 |
+
- name: syntax
|
| 859 |
+
dtype: string
|
| 860 |
+
- name: semantics
|
| 861 |
+
dtype: string
|
| 862 |
+
- name: language
|
| 863 |
+
dtype: string
|
| 864 |
+
- name: mutated-program
|
| 865 |
+
dtype: string
|
| 866 |
+
- name: mutated
|
| 867 |
+
dtype: bool
|
| 868 |
+
- name: mutation-pattern
|
| 869 |
+
dtype: string
|
| 870 |
+
- name: K-evaluatable
|
| 871 |
+
dtype: bool
|
| 872 |
+
- name: ground-truth
|
| 873 |
+
dtype: string
|
| 874 |
+
- name: max-loop-depth
|
| 875 |
+
dtype: int64
|
| 876 |
+
- name: max-if-depth
|
| 877 |
+
dtype: int64
|
| 878 |
+
splits:
|
| 879 |
+
- name: train
|
| 880 |
+
num_bytes: 22715525
|
| 881 |
+
num_examples: 324
|
| 882 |
+
download_size: 1272634
|
| 883 |
+
dataset_size: 22715525
|
| 884 |
+
- config_name: predtrace-IMP-K-uk-human-written
|
| 885 |
+
features:
|
| 886 |
+
- name: id
|
| 887 |
+
dtype: string
|
| 888 |
+
- name: program
|
| 889 |
+
dtype: string
|
| 890 |
+
- name: src-filename
|
| 891 |
+
dtype: string
|
| 892 |
+
- name: semantics-type
|
| 893 |
+
dtype: string
|
| 894 |
+
- name: syntax
|
| 895 |
+
dtype: string
|
| 896 |
+
- name: semantics
|
| 897 |
+
dtype: string
|
| 898 |
+
- name: language
|
| 899 |
+
dtype: string
|
| 900 |
+
- name: mutated-program
|
| 901 |
+
dtype: string
|
| 902 |
+
- name: mutated
|
| 903 |
+
dtype: bool
|
| 904 |
+
- name: mutation-pattern
|
| 905 |
+
dtype: string
|
| 906 |
+
- name: K-evaluatable
|
| 907 |
+
dtype: bool
|
| 908 |
+
- name: ground-truth
|
| 909 |
+
dtype: string
|
| 910 |
+
- name: max-loop-depth
|
| 911 |
+
dtype: int64
|
| 912 |
+
- name: max-if-depth
|
| 913 |
+
dtype: int64
|
| 914 |
+
splits:
|
| 915 |
+
- name: train
|
| 916 |
+
num_bytes: 11331861
|
| 917 |
+
num_examples: 162
|
| 918 |
+
download_size: 648136
|
| 919 |
+
dataset_size: 11331861
|
| 920 |
+
- config_name: predtrace-IMP-SOS-mk-human-written
|
| 921 |
+
features:
|
| 922 |
+
- name: id
|
| 923 |
+
dtype: string
|
| 924 |
+
- name: program
|
| 925 |
+
dtype: string
|
| 926 |
+
- name: src-filename
|
| 927 |
+
dtype: string
|
| 928 |
+
- name: semantics-type
|
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+
dtype: string
|
| 930 |
+
- name: syntax
|
| 931 |
+
dtype: string
|
| 932 |
+
- name: semantics
|
| 933 |
+
dtype: string
|
| 934 |
+
- name: language
|
| 935 |
+
dtype: string
|
| 936 |
+
- name: mutated-program
|
| 937 |
+
dtype: string
|
| 938 |
+
- name: mutated
|
| 939 |
+
dtype: bool
|
| 940 |
+
- name: mutation-pattern
|
| 941 |
+
dtype: string
|
| 942 |
+
- name: K-evaluatable
|
| 943 |
+
dtype: bool
|
| 944 |
+
- name: ground-truth
|
| 945 |
+
dtype: string
|
| 946 |
+
- name: max-loop-depth
|
| 947 |
+
dtype: int64
|
| 948 |
+
- name: max-if-depth
|
| 949 |
+
dtype: int64
|
| 950 |
+
splits:
|
| 951 |
+
- name: train
|
| 952 |
+
num_bytes: 36617209
|
| 953 |
+
num_examples: 324
|
| 954 |
+
download_size: 2093225
|
| 955 |
+
dataset_size: 36617209
|
| 956 |
+
- config_name: predtrace-IMP-SOS-uk-human-written
|
| 957 |
+
features:
|
| 958 |
+
- name: id
|
| 959 |
+
dtype: string
|
| 960 |
+
- name: program
|
| 961 |
+
dtype: string
|
| 962 |
+
- name: src-filename
|
| 963 |
+
dtype: string
|
| 964 |
+
- name: semantics-type
|
| 965 |
+
dtype: string
|
| 966 |
+
- name: syntax
|
| 967 |
+
dtype: string
|
| 968 |
+
- name: semantics
|
| 969 |
+
dtype: string
|
| 970 |
+
- name: language
|
| 971 |
+
dtype: string
|
| 972 |
+
- name: mutated-program
|
| 973 |
+
dtype: string
|
| 974 |
+
- name: mutated
|
| 975 |
+
dtype: bool
|
| 976 |
+
- name: mutation-pattern
|
| 977 |
+
dtype: string
|
| 978 |
+
- name: K-evaluatable
|
| 979 |
+
dtype: bool
|
| 980 |
+
- name: ground-truth
|
| 981 |
+
dtype: string
|
| 982 |
+
- name: max-loop-depth
|
| 983 |
+
dtype: int64
|
| 984 |
+
- name: max-if-depth
|
| 985 |
+
dtype: int64
|
| 986 |
+
splits:
|
| 987 |
+
- name: train
|
| 988 |
+
num_bytes: 18280353
|
| 989 |
+
num_examples: 162
|
| 990 |
+
download_size: 1061112
|
| 991 |
+
dataset_size: 18280353
|
| 992 |
+
configs:
|
| 993 |
+
- config_name: predrule-IMP-SOS-mk-human-written
|
| 994 |
+
data_files:
|
| 995 |
+
- split: train
|
| 996 |
+
path: predrule-IMP-SOS-mk-human-written/train-*
|
| 997 |
+
- config_name: predrule-IMP-SOS-uk-human-written
|
| 998 |
+
data_files:
|
| 999 |
+
- split: train
|
| 1000 |
+
path: predrule-IMP-SOS-uk-human-written/train-*
|
| 1001 |
+
- config_name: predstate-IMP-K-mk-fuzzer-generated
|
| 1002 |
+
data_files:
|
| 1003 |
+
- split: train
|
| 1004 |
+
path: predstate-IMP-K-mk-fuzzer-generated/train-*
|
| 1005 |
+
- config_name: predstate-IMP-K-mk-human-written
|
| 1006 |
+
data_files:
|
| 1007 |
+
- split: train
|
| 1008 |
+
path: predstate-IMP-K-mk-human-written/train-*
|
| 1009 |
+
- config_name: predstate-IMP-K-mk-llm-translated
|
| 1010 |
+
data_files:
|
| 1011 |
+
- split: train
|
| 1012 |
+
path: predstate-IMP-K-mk-llm-translated/train-*
|
| 1013 |
+
- config_name: predstate-IMP-K-uk-fuzzer-generated
|
| 1014 |
+
data_files:
|
| 1015 |
+
- split: train
|
| 1016 |
+
path: predstate-IMP-K-uk-fuzzer-generated/train-*
|
| 1017 |
+
- config_name: predstate-IMP-K-uk-human-written
|
| 1018 |
+
data_files:
|
| 1019 |
+
- split: train
|
| 1020 |
+
path: predstate-IMP-K-uk-human-written/train-*
|
| 1021 |
+
- config_name: predstate-IMP-K-uk-llm-translated
|
| 1022 |
+
data_files:
|
| 1023 |
+
- split: train
|
| 1024 |
+
path: predstate-IMP-K-uk-llm-translated/train-*
|
| 1025 |
+
- config_name: predstate-IMP-SOS-mk-fuzzer-generated
|
| 1026 |
+
data_files:
|
| 1027 |
+
- split: train
|
| 1028 |
+
path: predstate-IMP-SOS-mk-fuzzer-generated/train-*
|
| 1029 |
+
- config_name: predstate-IMP-SOS-mk-human-written
|
| 1030 |
+
data_files:
|
| 1031 |
+
- split: train
|
| 1032 |
+
path: predstate-IMP-SOS-mk-human-written/train-*
|
| 1033 |
+
- config_name: predstate-IMP-SOS-mk-llm-translated
|
| 1034 |
+
data_files:
|
| 1035 |
+
- split: train
|
| 1036 |
+
path: predstate-IMP-SOS-mk-llm-translated/train-*
|
| 1037 |
+
- config_name: predstate-IMP-SOS-uk-fuzzer-generated
|
| 1038 |
+
data_files:
|
| 1039 |
+
- split: train
|
| 1040 |
+
path: predstate-IMP-SOS-uk-fuzzer-generated/train-*
|
| 1041 |
+
- config_name: predstate-IMP-SOS-uk-human-written
|
| 1042 |
+
data_files:
|
| 1043 |
+
- split: train
|
| 1044 |
+
path: predstate-IMP-SOS-uk-human-written/train-*
|
| 1045 |
+
- config_name: predstate-IMP-SOS-uk-llm-translated
|
| 1046 |
+
data_files:
|
| 1047 |
+
- split: train
|
| 1048 |
+
path: predstate-IMP-SOS-uk-llm-translated/train-*
|
| 1049 |
+
- config_name: predstate-IMP-nk-fuzzer-generated
|
| 1050 |
+
data_files:
|
| 1051 |
+
- split: train
|
| 1052 |
+
path: predstate-IMP-nk-fuzzer-generated/train-*
|
| 1053 |
+
- config_name: predstate-IMP-nk-human-written
|
| 1054 |
+
data_files:
|
| 1055 |
+
- split: train
|
| 1056 |
+
path: predstate-IMP-nk-human-written/train-*
|
| 1057 |
+
- config_name: predstate-IMP-nk-llm-translated
|
| 1058 |
+
data_files:
|
| 1059 |
+
- split: train
|
| 1060 |
+
path: predstate-IMP-nk-llm-translated/train-*
|
| 1061 |
+
- config_name: predtrace-IMP-K-mk-human-written
|
| 1062 |
+
data_files:
|
| 1063 |
+
- split: train
|
| 1064 |
+
path: predtrace-IMP-K-mk-human-written/train-*
|
| 1065 |
+
- config_name: predtrace-IMP-K-uk-human-written
|
| 1066 |
+
data_files:
|
| 1067 |
+
- split: train
|
| 1068 |
+
path: predtrace-IMP-K-uk-human-written/train-*
|
| 1069 |
+
- config_name: predtrace-IMP-SOS-mk-human-written
|
| 1070 |
+
data_files:
|
| 1071 |
+
- split: train
|
| 1072 |
+
path: predtrace-IMP-SOS-mk-human-written/train-*
|
| 1073 |
+
- config_name: predtrace-IMP-SOS-uk-human-written
|
| 1074 |
+
data_files:
|
| 1075 |
+
- split: train
|
| 1076 |
+
path: predtrace-IMP-SOS-uk-human-written/train-*
|
| 1077 |
+
---
|
| 1078 |
+
|
| 1079 |
+
# PLSemanticsBench: Large Language Models As Programming Language Interpreters
|
| 1080 |
+
|
| 1081 |
+
This repository hosts **PLSemanticsBench**, a benchmark introduced in the paper [PLSEMANTICSBENCH: Large Language Models As Programming Language Interpreters](https://huggingface.co/papers/2510.03415).
|
| 1082 |
+
|
| 1083 |
+
PLSemanticsBench is the first benchmark for evaluating Large Language Models (LLMs) as programming language interpreters. It aims to study whether an LLM can execute programs purely based on a programming language's formal semantics. If successful, this capability would enable rapid prototyping of new programming languages and language features.
|
| 1084 |
+
|
| 1085 |
+
**Paper:** [https://huggingface.co/papers/2510.03415](https://huggingface.co/papers/2510.03415)
|
| 1086 |
+
**Code Repository:** [https://github.com/EngineeringSoftware/PLSemanticsBench](https://github.com/EngineeringSoftware/PLSemanticsBench)
|
| 1087 |
+
|
| 1088 |
+
## About PLSemanticsBench
|
| 1089 |
+
|
| 1090 |
+
The benchmark uses the imperative language IMP (a subset of C), formalized via small-step operational semantics (SOS) and rewriting-based operational semantics (K-semantics). Models are evaluated on three tasks ranging from coarse to fine:
|
| 1091 |
+
|
| 1092 |
+
| Task | Description |
|
| 1093 |
+
|------|-------------|\
|
| 1094 |
+
| ✨ **PredState**| Predicts the final program state |\
|
| 1095 |
+
| ✨ **PredRule** | Predicts the ordered sequence of semantic rules needed to evaluate a program|\
|
| 1096 |
+
| ✨ **PredTrace**| Predicts the step-by-step execution of a program |
|
| 1097 |
+
|
| 1098 |
+
To distinguish pretraining memorization from semantic competence, the benchmark includes two nonstandard semantics obtained through systematic mutations of the standard rules. The evaluation sets—Human-Written, LLM-Translated, and Fuzzer-Generated—control difficulty by code-complexity metrics spanning size, control-flow, and data-flow axes.
|
| 1099 |
+
|
| 1100 |
+
## Sample Usage
|
| 1101 |
+
|
| 1102 |
+
This section demonstrates how to get started with the `plsemanticsbench` library and how to load the dataset using the `datasets` library.
|
| 1103 |
+
|
| 1104 |
+
### Installation and Basic Example
|
| 1105 |
+
|
| 1106 |
+
First, ensure you have the necessary Python environment set up and the `plsemanticsbench` library installed (refer to the [GitHub repository](https://github.com/EngineeringSoftware/PLSemanticsBench) for detailed instructions):
|
| 1107 |
+
|
| 1108 |
+
```bash
|
| 1109 |
+
conda env create -f env.yaml
|
| 1110 |
+
conda activate plsemanticsbench
|
| 1111 |
+
export OPENAI_API_KEY='your-api-key-here'
|
| 1112 |
+
```
|
| 1113 |
+
|
| 1114 |
+
Here's a minimal example to run an experiment:
|
| 1115 |
+
|
| 1116 |
+
```python
|
| 1117 |
+
from plsemanticsbench import GPTRunner, GPT_MODEL_ENUM
|
| 1118 |
+
from plsemanticsbench import ExperimentArgs, LLMEvaluator
|
| 1119 |
+
from plsemanticsbench import (
|
| 1120 |
+
PROMPT_STRATEGY,
|
| 1121 |
+
Task,
|
| 1122 |
+
Formalization,
|
| 1123 |
+
Semantics_Type,
|
| 1124 |
+
Language,
|
| 1125 |
+
PLDataset
|
| 1126 |
+
)
|
| 1127 |
+
|
| 1128 |
+
# Model name
|
| 1129 |
+
model_name = "o3-mini"
|
| 1130 |
+
|
| 1131 |
+
# Experiment args: Run the PredState task on the IMP language with
|
| 1132 |
+
# standard semantics formalized using SOS and with direct prompting
|
| 1133 |
+
exp_args = ExperimentArgs(
|
| 1134 |
+
dataset=PLDataset.Human_Written,
|
| 1135 |
+
task=Task.PredState,
|
| 1136 |
+
language=Language.IMP,
|
| 1137 |
+
formalization=Formalization.SOS,
|
| 1138 |
+
semantics_type=Semantics_Type.Standard,
|
| 1139 |
+
model_name=model_name,
|
| 1140 |
+
prompt_strategy=PROMPT_STRATEGY.DA,
|
| 1141 |
+
num_datapoints_to_run=2, # Run just 2 datapoints (omit to run entire dataset)
|
| 1142 |
+
)
|
| 1143 |
+
|
| 1144 |
+
# Run inference using the OpenAI API
|
| 1145 |
+
gpt_runner = GPTRunner(
|
| 1146 |
+
gpt_model=GPT_MODEL_ENUM.O3_MINI,
|
| 1147 |
+
args=exp_args,
|
| 1148 |
+
)
|
| 1149 |
+
|
| 1150 |
+
# If prediction file is provided, the predictions will be saved to the file
|
| 1151 |
+
predictions = gpt_runner.do_experiment()
|
| 1152 |
+
llm_eval = LLMEvaluator(exp_args)
|
| 1153 |
+
evaluation_result = llm_eval.evaluate_from_list(results=predictions, model_name=model_name)
|
| 1154 |
+
print(evaluation_result)
|
| 1155 |
+
```
|
| 1156 |
+
|
| 1157 |
+
**Expected Output**
|
| 1158 |
+
|
| 1159 |
+
The evaluation results will look like:
|
| 1160 |
+
```python
|
| 1161 |
+
{
|
| 1162 |
+
'accuracy': 1,
|
| 1163 |
+
'malformed-count': 0,
|
| 1164 |
+
}
|
| 1165 |
+
```
|
| 1166 |
+
|
| 1167 |
+
### Benchmark Access (Loading the Dataset)
|
| 1168 |
+
|
| 1169 |
+
You can load the dataset using the `datasets` library. Here are some examples for different configurations:
|
| 1170 |
+
|
| 1171 |
+
```python
|
| 1172 |
+
from datasets import load_dataset
|
| 1173 |
+
|
| 1174 |
+
# Load PredState task with standard semantics (uk) and K-semantics formalization (K) and with the Human Written (human-written) dataset
|
| 1175 |
+
predstate_IMP_K_uk_human_written = load_dataset("EngineeringSoftware/PLSemanticsBench", name="predstate-IMP-K-uk-human-written")
|
| 1176 |
+
|
| 1177 |
+
# Load PredRule task with nonstandard semantics (mk) ans SOS formalization (SOS) and with the LLM Translated (llm-translated) dataset
|
| 1178 |
+
predrule_IMP_SOS_mk_llm_translated = load_dataset("EngineeringSoftware/PLSemanticsBench", name="predrule-IMP-SOS-mk-llm-translated")
|
| 1179 |
+
|
| 1180 |
+
# Load PredState task with no-semantics (nk) and with the Fuzzer Generated (fuzzer-generated) dataset
|
| 1181 |
+
predstate_IMP_nk_fuzzer_generated = load_dataset("EngineeringSoftware/PLSemanticsBench", name="predstate-IMP-nk-fuzzer-generated")
|
| 1182 |
+
```
|
| 1183 |
+
|
| 1184 |
+
## Dataset Splits
|
| 1185 |
+
|
| 1186 |
+
The benchmark dataset is organized into various configurations based on the task, formalization, semantics type (standard `uk`, nonstandard `mk`, or no semantics `nk`), and generation method (human-written, LLM-translated, or fuzzer-generated).
|
| 1187 |
+
|
| 1188 |
+
| Task | Split | Description |
|
| 1189 |
+
|------|-------------|-------------|
|
| 1190 |
+
| ✨ **PredState**<br>(Final State Prediction) | `predstate-IMP-nk-{dataset-name}` | No semantics |
|
| 1191 |
+
| | `predstate-IMP-K-uk-{dataset-name}` | Standard semantics with K-semantics formalization |
|
| 1192 |
+
| | `predstate-IMP-K-mk-{dataset-name}` | Nonstandard semantics with K-semantics formalization |
|
| 1193 |
+
| | `predstate-IMP-SOS-uk-{dataset-name}` | Standard semantics with SOS formalization |
|
| 1194 |
+
| | `predstate-IMP-SOS-mk-{dataset-name}` | Nonstandard semantics with SOS formalization |
|
| 1195 |
+
| ✨ **PredRule**<br>(Semantic Rule Prediction) | `predrule-IMP-K-uk-human-written` | Standard semantics with K-semantics formalization |
|
| 1196 |
+
| | `predrule-IMP-K-mk-human-written` | Nonstandard semantics with K-semantics formalization |
|
| 1197 |
+
| | `predrule-IMP-SOS-uk-human-written` | Standard semantics with SOS formalization |
|
| 1198 |
+
| | `predrule-IMP-SOS-mk-human-written` | Nonstandard semantics with SOS formalization |
|
| 1199 |
+
| ✨ **PredTrace**<br>(Execution Trace Prediction) | `predtrace-IMP-K-uk-human-written` | Standard semantics with K-semantics formalization |
|
| 1200 |
+
| | `predtrace-IMP-K-mk-human-written` | Nonstandard semantics with K-semantics formalization |
|
| 1201 |
+
| | `predtrace-IMP-SOS-uk-human-written` | Standard semantics with SOS formalization |
|
| 1202 |
+
| | `predtrace-IMP-SOS-mk-human-written` | Nonstandard semantics with SOS formalization |
|
| 1203 |
+
|
| 1204 |
+
*Note: `{dataset-name}` can be `human-written`, `llm-translated`, or `fuzzer-generated`.*
|
| 1205 |
+
|
| 1206 |
+
## Data Example
|
| 1207 |
+
|
| 1208 |
+
One example of a dataset entry is as follows:
|
| 1209 |
+
```json
|
| 1210 |
+
{
|
| 1211 |
+
"program": "int ans; ans = 1; ...",
|
| 1212 |
+
"syntax": "<program> :: ...",
|
| 1213 |
+
"semantics": "ℤ := Set of integers ...",
|
| 1214 |
+
"mutated-program": "int ans; ans = 1; ...",
|
| 1215 |
+
"mutation-pattern": "KeyWordSwap",
|
| 1216 |
+
"exec-trace": [
|
| 1217 |
+
{
|
| 1218 |
+
"linenumber": 1,
|
| 1219 |
+
"rule": ["Rule 38", "Rule 39"],
|
| 1220 |
+
"state": {"ans": 1}
|
| 1221 |
+
}
|
| 1222 |
+
],
|
| 1223 |
+
"ground-truth": "<answer>...</answer>"
|
| 1224 |
+
}
|
| 1225 |
+
```
|
| 1226 |
+
|
| 1227 |
+
## Citation
|
| 1228 |
+
If you find this benchmark useful for your research, please cite the paper:
|
| 1229 |
+
|
| 1230 |
+
```bibtex
|
| 1231 |
+
@article{ThimmaiahETAL25PLSemanticsBench,
|
| 1232 |
+
title={PLSemanticsBench: Large Language Models As Programming Language Interpreters},
|
| 1233 |
+
author={Aditya Thimmaiah, Jiyang Zhang, Jayanth Srinivasa, Junyi Jessy Li, Milos Gligoric},
|
| 1234 |
+
year={2025},
|
| 1235 |
+
archivePrefix={arXiv},
|
| 1236 |
+
url={https://arxiv.org/abs/2510.03415},
|
| 1237 |
+
}
|
| 1238 |
+
```
|