Update README.md

README.md

@@ -1,1067 +1,213 @@
----
-license: cc-by-2.0
-dataset_info:
-- config_name: predrule-IMP-SOS-mk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  - name: sampled-statements
-    list:
-    - name: line_number
-      dtype: int64
-    - name: prior_state
-      struct:
-      - name: ble
-        dtype: int64
-      - name: ans
-        dtype: int64
-      - name: num
-        dtype: int64
-      - name: a
-        dtype: int64
-      - name: b
-        dtype: int64
-      - name: c
-        dtype: int64
-      - name: d
-        dtype: int64
-      - name: f
-        dtype: int64
-      - name: x
-        dtype: int64
-      - name: j
-        dtype: int64
-      - name: k
-        dtype: int64
-      - name: m
-        dtype: int64
-      - name: p
-        dtype: int64
-      - name: q
-        dtype: int64
-      - name: r
-        dtype: int64
-      - name: X
-        dtype: int64
-      - name: B
-        dtype: int64
-      - name: n
-        dtype: int64
-      - name: i
-        dtype: int64
-      - name: s
-        dtype: int64
-      - name: t
-        dtype: int64
-      - name: first
-        dtype: int64
-      - name: tk
-        dtype: int64
-      - name: y
-        dtype: int64
-      - name: T
-        dtype: int64
-      - name: aa
-        dtype: int64
-      - name: bb
-        dtype: int64
-      - name: tmp
-        dtype: int64
-      - name: xyz
-        dtype: int64
-      - name: cnt
-        dtype: int64
-      - name: vol
-        dtype: int64
-      - name: z
-        dtype: int64
-      - name: temp
-        dtype: int64
-      - name: n1
-        dtype: int64
-      - name: n2
-        dtype: int64
-      - name: n3
-        dtype: int64
-      - name: e
-        dtype: int64
-      - name: x1
-        dtype: int64
-      - name: x2
-        dtype: int64
-      - name: y1
-        dtype: int64
-      - name: count
-        dtype: int64
-      - name: y2
-        dtype: int64
-      - name: l
-        dtype: int64
-      - name: sum
-        dtype: int64
-      - name: k9m
-        dtype: int64
-      - name: x7f
-        dtype: int64
-      - name: p2d
-        dtype: int64
-      - name: h
-        dtype: int64
-      - name: l2
-        dtype: int64
-      - name: r2
-        dtype: int64
-      - name: number
-        dtype: int64
-      - name: ax1
-        dtype: int64
-      - name: ax2
-        dtype: int64
-      - name: ay1
-        dtype: int64
-      - name: ay2
-        dtype: int64
-      - name: bx1
-        dtype: int64
-      - name: bx2
-        dtype: int64
-      - name: by1
-        dtype: int64
-      - name: by2
-        dtype: int64
-      - name: left
-        dtype: int64
-      - name: oh
-        dtype: int64
-      - name: ow
-        dtype: int64
-      - name: right
-        dtype: int64
-      - name: r1x1
-        dtype: int64
-      - name: r1x2
-        dtype: int64
-      - name: r1y1
-        dtype: int64
-      - name: r1y2
-        dtype: int64
-      - name: r2x1
-        dtype: int64
-      - name: r2x2
-        dtype: int64
-      - name: r2y1
-        dtype: int64
-      - name: r2y2
-        dtype: int64
-    - name: rules
-      list: string
-    - name: cleaned_stmt
-      dtype: string
-    - name: control_stack
-      dtype: string
-  splits:
-  - name: train
-    num_bytes: 6777258
-    num_examples: 324
-  download_size: 208154
-  dataset_size: 6777258
-- config_name: predrule-IMP-SOS-uk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  - name: sampled-statements
-    list:
-    - name: line_number
-      dtype: int64
-    - name: prior_state
-      struct:
-      - name: ble
-        dtype: int64
-      - name: ans
-        dtype: int64
-      - name: i
-        dtype: int64
-      - name: n
-        dtype: int64
-      - name: x
-        dtype: int64
-      - name: y
-        dtype: int64
-      - name: a
-        dtype: int64
-      - name: b
-        dtype: int64
-      - name: c
-        dtype: int64
-      - name: p
-        dtype: int64
-      - name: q
-        dtype: int64
-      - name: m
-        dtype: int64
-      - name: temp
-        dtype: int64
-      - name: j
-        dtype: int64
-      - name: k
-        dtype: int64
-      - name: n1
-        dtype: int64
-      - name: n2
-        dtype: int64
-      - name: n3
-        dtype: int64
-      - name: num
-        dtype: int64
-      - name: d
-        dtype: int64
-      - name: f
-        dtype: int64
-      - name: r
-        dtype: int64
-      - name: X
-        dtype: int64
-      - name: B
-        dtype: int64
-      - name: s
-        dtype: int64
-      - name: t
-        dtype: int64
-      - name: first
-        dtype: int64
-      - name: tk
-        dtype: int64
-      - name: T
-        dtype: int64
-      - name: aa
-        dtype: int64
-      - name: bb
-        dtype: int64
-      - name: tmp
-        dtype: int64
-      - name: xyz
-        dtype: int64
-      - name: e
-        dtype: int64
-      - name: l
-        dtype: int64
-      - name: h
-        dtype: int64
-      - name: z
-        dtype: int64
-      - name: number
-        dtype: int64
-      - name: l2
-        dtype: int64
-      - name: r2
-        dtype: int64
-      - name: x1
-        dtype: int64
-      - name: x2
-        dtype: int64
-      - name: y1
-        dtype: int64
-      - name: count
-        dtype: int64
-      - name: y2
-        dtype: int64
-      - name: sum
-        dtype: int64
-      - name: k9m
-        dtype: int64
-      - name: x7f
-        dtype: int64
-      - name: p2d
-        dtype: int64
-      - name: cnt
-        dtype: int64
-      - name: vol
-        dtype: int64
-      - name: ax1
-        dtype: int64
-      - name: ax2
-        dtype: int64
-      - name: ay1
-        dtype: int64
-      - name: ay2
-        dtype: int64
-      - name: bx1
-        dtype: int64
-      - name: bx2
-        dtype: int64
-      - name: by1
-        dtype: int64
-      - name: by2
-        dtype: int64
-      - name: left
-        dtype: int64
-      - name: oh
-        dtype: int64
-      - name: ow
-        dtype: int64
-      - name: right
-        dtype: int64
-      - name: r1x1
-        dtype: int64
-      - name: r1x2
-        dtype: int64
-      - name: r1y1
-        dtype: int64
-      - name: r1y2
-        dtype: int64
-      - name: r2x1
-        dtype: int64
-      - name: r2x2
-        dtype: int64
-      - name: r2y1
-        dtype: int64
-      - name: r2y2
-        dtype: int64
-    - name: rules
-      list: string
-    - name: cleaned_stmt
-      dtype: string
-    - name: control_stack
-      dtype: string
-  splits:
-  - name: train
-    num_bytes: 3359261
-    num_examples: 162
-  download_size: 142836
-  dataset_size: 3359261
-- config_name: predstate-IMP-K-mk-fuzzer-generated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 26058090
-    num_examples: 330
-  download_size: 7001572
-  dataset_size: 26058090
-- config_name: predstate-IMP-K-mk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 3235751
-    num_examples: 324
-  download_size: 63156
-  dataset_size: 3235751
-- config_name: predstate-IMP-K-mk-llm-translated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 4354979
-    num_examples: 330
-  download_size: 268020
-  dataset_size: 4354979
-- config_name: predstate-IMP-K-uk-fuzzer-generated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 12440461
-    num_examples: 165
-  download_size: 3420099
-  dataset_size: 12440461
-- config_name: predstate-IMP-K-uk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 1591974
-    num_examples: 162
-  download_size: 45219
-  dataset_size: 1591974
-- config_name: predstate-IMP-K-uk-llm-translated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 2135878
-    num_examples: 165
-  download_size: 191974
-  dataset_size: 2135878
-- config_name: predstate-IMP-SOS-mk-fuzzer-generated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 27673607
-    num_examples: 330
-  download_size: 7008801
-  dataset_size: 27673607
-- config_name: predstate-IMP-SOS-mk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 4821893
-    num_examples: 324
-  download_size: 70344
-  dataset_size: 4821893
-- config_name: predstate-IMP-SOS-mk-llm-translated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 5970494
-    num_examples: 330
-  download_size: 275248
-  dataset_size: 5970494
-- config_name: predstate-IMP-SOS-uk-fuzzer-generated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 13245824
-    num_examples: 165
-  download_size: 3426458
-  dataset_size: 13245824
-- config_name: predstate-IMP-SOS-uk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 2382696
-    num_examples: 162
-  download_size: 51583
-  dataset_size: 2382696
-- config_name: predstate-IMP-SOS-uk-llm-translated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 2941243
-    num_examples: 165
-  download_size: 198331
-  dataset_size: 2941243
-- config_name: predstate-IMP-nk-fuzzer-generated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 10917179
-    num_examples: 165
-  download_size: 3416057
-  dataset_size: 10917179
-- config_name: predstate-IMP-nk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 96390
-    num_examples: 162
-  download_size: 41198
-  dataset_size: 96390
-- config_name: predstate-IMP-nk-llm-translated
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 612598
-    num_examples: 165
-  download_size: 187945
-  dataset_size: 612598
-- config_name: predtrace-IMP-K-mk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
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-  - name: max-loop-depth
-    dtype: int64
-  - name: max-if-depth
-    dtype: int64
-  splits:
-  - name: train
-    num_bytes: 22715525
-    num_examples: 324
-  download_size: 1272634
-  dataset_size: 22715525
-- config_name: predtrace-IMP-K-uk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  - name: max-loop-depth
-    dtype: int64
-  - name: max-if-depth
-    dtype: int64
-  splits:
-  - name: train
-    num_bytes: 11331861
-    num_examples: 162
-  download_size: 648136
-  dataset_size: 11331861
-- config_name: predtrace-IMP-SOS-mk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  - name: max-loop-depth
-    dtype: int64
-  - name: max-if-depth
-    dtype: int64
-  splits:
-  - name: train
-    num_bytes: 36617209
-    num_examples: 324
-  download_size: 2093225
-  dataset_size: 36617209
-- config_name: predtrace-IMP-SOS-uk-human-written
-  features:
-  - name: id
-    dtype: string
-  - name: program
-    dtype: string
-  - name: src-filename
-    dtype: string
-  - name: semantics-type
-    dtype: string
-  - name: syntax
-    dtype: string
-  - name: semantics
-    dtype: string
-  - name: language
-    dtype: string
-  - name: mutated-program
-    dtype: string
-  - name: mutated
-    dtype: bool
-  - name: mutation-pattern
-    dtype: string
-  - name: K-evaluatable
-    dtype: bool
-  - name: ground-truth
-    dtype: string
-  - name: max-loop-depth
-    dtype: int64
-  - name: max-if-depth
-    dtype: int64
-  splits:
-  - name: train
-    num_bytes: 18280353
-    num_examples: 162
-  download_size: 1061112
-  dataset_size: 18280353
-configs:
-- config_name: predrule-IMP-SOS-mk-human-written
-  data_files:
-  - split: train
-    path: predrule-IMP-SOS-mk-human-written/train-*
-- config_name: predrule-IMP-SOS-uk-human-written
-  data_files:
-  - split: train
-    path: predrule-IMP-SOS-uk-human-written/train-*
-- config_name: predstate-IMP-K-mk-fuzzer-generated
-  data_files:
-  - split: train
-    path: predstate-IMP-K-mk-fuzzer-generated/train-*
-- config_name: predstate-IMP-K-mk-human-written
-  data_files:
-  - split: train
-    path: predstate-IMP-K-mk-human-written/train-*
-- config_name: predstate-IMP-K-mk-llm-translated
-  data_files:
-  - split: train
-    path: predstate-IMP-K-mk-llm-translated/train-*
-- config_name: predstate-IMP-K-uk-fuzzer-generated
-  data_files:
-  - split: train
-    path: predstate-IMP-K-uk-fuzzer-generated/train-*
-- config_name: predstate-IMP-K-uk-human-written
-  data_files:
-  - split: train
-    path: predstate-IMP-K-uk-human-written/train-*
-- config_name: predstate-IMP-K-uk-llm-translated
-  data_files:
-  - split: train
-    path: predstate-IMP-K-uk-llm-translated/train-*
-- config_name: predstate-IMP-SOS-mk-fuzzer-generated
-  data_files:
-  - split: train
-    path: predstate-IMP-SOS-mk-fuzzer-generated/train-*
-- config_name: predstate-IMP-SOS-mk-human-written
-  data_files:
-  - split: train
-    path: predstate-IMP-SOS-mk-human-written/train-*
-- config_name: predstate-IMP-SOS-mk-llm-translated
-  data_files:
-  - split: train
-    path: predstate-IMP-SOS-mk-llm-translated/train-*
-- config_name: predstate-IMP-SOS-uk-fuzzer-generated
-  data_files:
-  - split: train
-    path: predstate-IMP-SOS-uk-fuzzer-generated/train-*
-- config_name: predstate-IMP-SOS-uk-human-written
-  data_files:
-  - split: train
-    path: predstate-IMP-SOS-uk-human-written/train-*
-- config_name: predstate-IMP-SOS-uk-llm-translated
-  data_files:
-  - split: train
-    path: predstate-IMP-SOS-uk-llm-translated/train-*
-- config_name: predstate-IMP-nk-fuzzer-generated
-  data_files:
-  - split: train
-    path: predstate-IMP-nk-fuzzer-generated/train-*
-- config_name: predstate-IMP-nk-human-written
-  data_files:
-  - split: train
-    path: predstate-IMP-nk-human-written/train-*
-- config_name: predstate-IMP-nk-llm-translated
-  data_files:
-  - split: train
-    path: predstate-IMP-nk-llm-translated/train-*
-- config_name: predtrace-IMP-K-mk-human-written
-  data_files:
-  - split: train
-    path: predtrace-IMP-K-mk-human-written/train-*
-- config_name: predtrace-IMP-K-uk-human-written
-  data_files:
-  - split: train
-    path: predtrace-IMP-K-uk-human-written/train-*
-- config_name: predtrace-IMP-SOS-mk-human-written
-  data_files:
-  - split: train
-    path: predtrace-IMP-SOS-mk-human-written/train-*
-- config_name: predtrace-IMP-SOS-uk-human-written
-  data_files:
-  - split: train
-    path: predtrace-IMP-SOS-uk-human-written/train-*
----
+# PLSemanticsBench
+
+[![Hugging Face](https://img.shields.io/badge/Hugging%20Face-Dataset-blue)](https://huggingface.co/datasets/EngineeringSoftware/PLSemanticsBench)
+
+
+## Table of Contents
+- [About](#about)
+- [Installation](#installation)
+- [Quick Start](#quick-start)
+- [Benchmark](#benchmark)
+- [Citation](#citation)
+
+## About
+PLSemanticsBench is the first benchmark for evaluating LLMs as programming language interpreters. We introduce three tasks to evaluate this:
+
+| Task | Description |
+|------|-------------|
+| ✨ **PredState**| Predicts the final program state |
+| ✨ **PredRule** | Predicts the ordered sequence of semantic rules needed to evaluate a program|
+| ✨ **PredTrace**| Predicts the step-by-step execution of a program |
+
+## Installation
+
+### System Requirements
+- Python 3.11 or higher
+- OpenAI API key (for running experiments)
+
+
+### Step-by-Step Installation
+1. Create and activate the conda environment:
+```bash
+conda env create -f env.yaml
+conda activate plsemanticsbench
+```
+
+2. Set up your OpenAI API key:
+```bash
+export OPENAI_API_KEY='your-api-key-here'
+```
+
+
+## Quick Start
+
+### Basic Example
+Here's a minimal example to get started:
+
+```python
+from plsemanticsbench import GPTRunner, GPT_MODEL_ENUM
+from plsemanticsbench import ExperimentArgs, LLMEvaluator
+from plsemanticsbench import (
+    PROMPT_STRATEGY,
+    Task,
+    Formalization,
+    Semantics_Type,
+    Language,
+    PLDataset
+)
+
+# Model name
+model_name = "o3-mini"
+
+# Experiment args: Run the PredState task on the IMP language with
+# standard semantics formalized using SOS and with direct prompting
+exp_args = ExperimentArgs(
+    dataset=PLDataset.Human_Written,
+    task=Task.PredState,
+    language=Language.IMP,
+    formalization=Formalization.SOS,
+    semantics_type=Semantics_Type.Standard,
+    model_name=model_name,
+    prompt_strategy=PROMPT_STRATEGY.DA,
+    num_datapoints_to_run=2, # Run just 2 datapoints (omit to run entire dataset)
+)
+                        
+# Run inference using the OpenAI API
+gpt_runner = GPTRunner(
+    gpt_model=GPT_MODEL_ENUM.O3_MINI,
+    args=exp_args,
+)
+
+# If prediction file is provided, the predictions will be saved to the file
+predictions = gpt_runner.do_experiment()
+llm_eval = LLMEvaluator(exp_args)
+evaluation_result = llm_eval.evaluate_from_list(results=predictions, model_name=model_name)
+print(evaluation_result)
+```
+
+### Expected Output
+
+The evaluation results will look like:
+```python
+{
+    'accuracy': 1,
+    'malformed-count': 0,
+}
+```
+
+## Benchmark
+You can load the dataset using the `datasets` library. Here is an example:
+```python
+from datasets import load_dataset
+
+# Load PredState task with standard semantics (uk) and K-semantics formalization (K) and with the Human Written (human-written) dataset
+predstate_IMP_K_uk_human_written = load_dataset("EngineeringSoftware/PLSemanticsBench", name="predstate-IMP-K-uk-human-written")
+
+# Load PredRule task with nonstandard semantics (mk) ans SOS formalization (SOS) and with the LLM Translated (llm-translated) dataset
+predrule_IMP_SOS_mk_llm_translated = load_dataset("EngineeringSoftware/PLSemanticsBench", name="predrule-IMP-SOS-mk-llm-translated")
+
+# Load PredState task with no-semantics (nk) and with the Fuzzer Generated (fuzzer-generated) dataset
+predstate_IMP_nk_fuzzer_generated = load_dataset("EngineeringSoftware/PLSemanticsBench", name="predstate-IMP-nk-fuzzer-generated")
+```
+
+### Dataset Split
+
+<table>
+  <tr>
+    <th>Task</th>
+    <th>Split</th>
+    <th>Description</th>
+  </tr>
+  <tr>
+    <td rowspan="5">✨ <strong>PredState</strong><br>(Final State Prediction)</td>
+    <td> predstate-IMP-nk-{dataset-name} </td>
+    <td> No semantics </td>
+  </tr>
+  <tr>
+    <td> predstate-IMP-K-uk-{dataset-name} </td>
+    <td>Standard semantics with K-semantics formalization</td>
+  </tr>
+  <tr>
+    <td> predstate-IMP-K-mk-{dataset-name} </td>
+    <td>Nonstandard semantics with K-semantics formalization</td>
+  </tr>
+  <tr>
+    <td> predstate-IMP-SOS-uk-{dataset-name} </td>
+    <td>Standard semantics with SOS formalization</td>
+  </tr>
+  <tr>
+    <td> predstate-IMP-SOS-mk-{dataset-name} </td>
+    <td>Nonstandard semantics with SOS formalization</td>
+  </tr>
+  <tr>
+    <td rowspan="4">✨ <strong>PredRule</strong><br>(Semantic Rule Prediction)</td>
+    <td> predrule-IMP-K-uk-human-written </td>
+    <td>Standard semantics with K-semantics formalization</td>
+  </tr>
+  <tr>
+    <td> predrule-IMP-K-mk-human-written </td>
+    <td>Nonstandard semantics with K-semantics formalization</td>
+  </tr>
+  <tr>
+    <td> predrule-IMP-SOS-uk-human-written </td>
+    <td>Standard semantics with SOS formalization</td>
+  </tr>
+  <tr>
+    <td> predrule-IMP-SOS-mk-human-written </td>
+    <td>Nonstandard semantics with SOS formalization</td>
+  </tr>
+  <tr>
+    <td rowspan="4">✨ <strong>PredTrace</strong><br>(Execution Trace Prediction)</td>
+    <td> predtrace-IMP-K-uk-human-written </td>
+    <td>Standard semantics with K-semantics formalization</td>
+  </tr>
+  <tr>
+    <td> predtrace-IMP-K-mk-human-written </td>
+    <td>Nonstandard semantics with K-semantics formalization</td>
+  </tr>
+  <tr>
+    <td> predtrace-IMP-SOS-uk-human-written </td>
+    <td>Standard semantics with SOS formalization</td>
+  </tr>
+  <tr>
+    <td> predtrace-IMP-SOS-mk-human-written </td>
+    <td>Nonstandard semantics with SOS formalization</td>
+  </tr>
+</table>
+
+
+### Data Example
+
+One example of the dataset is as follows:
+```json
+{
+  "program": "int ans; ans = 1; ...",
+  "syntax": "<program> :: ...",
+  "semantics": "ℤ := Set of integers ...",
+  "mutated-program": "int ans; ans = 1; ...",
+  "mutation-pattern": "KeyWordSwap",
+  "exec-trace": [
+    {
+      "linenumber": 1,
+      "rule": ["Rule 38", "Rule 39"],
+      "state": {"ans": 1}
+    }
+  ],
+  "ground-truth": "<answer>...</answer>"
+}
+```
+
+## Citation
+```bibtex
+@article{ThimmaiahETAL25PLSemanticsBench,
+  title={PLSemanticsBench: Large Language Models As Programming Language Interpreters},
+  author={Aditya Thimmaiah, Jiyang Zhang, Jayanth Srinivasa, Junyi Jessy Li, Milos Gligoric},
+  year={2025},
+  archivePrefix={arXiv},
+  url={https://arxiv.org/abs/2510.03415}, 
+}
+```
+
+
+## License
+This project is licensed under the CC0-1.0 License.