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SOTA Counterfactual reasoning benchmarks and papers with code | Wizwand
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Counterfactual reasoning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Counterfactual Eval (dev)
PE2
Mean Score
63.4
52
4mo ago
CVQA
Blind-VLM
Accuracy
71.41
40
4mo ago
MMLU-CF
GHS-TDA
EM
71.6
30
4mo ago
CounterBench
Deepseek-V3
Basic Score
80.8
20
3mo ago
UCI Adult missing values Agent (test)
SHAP
Accuracy
100
16
4mo ago
Counterfactual reasoning Agent synthetic (test)
LIME
Accuracy
99.7
16
4mo ago
CRASS
GPT-4
Exact Match Performance
94.53
11
4mo ago
CRAFT Hard Split (test)
CRCG_GPT4
Accuracy
83.64
8
4mo ago
CRAFT Easy Split (test)
BERT-D
Accuracy
80.05
8
4mo ago
MCQA (test)
PLOT-pca-DAS
AP (Exact Counterfactual Accuracy)
90.75
6
2mo ago
Y-struct NADD
JANUS
MSE
16,515
5
4mo ago
Diamond NADD
JANUS
MSE
599
5
4mo ago
Triangle NADD
JANUS
MSE
150
5
4mo ago
Chain NADD
JANUS
MSE
48.8
5
4mo ago
OmniDrive
Omni-L
Safe Precision
72.1
4
4mo ago
C-VQA
ViperGPT
Numerical Direct Accuracy
80.6
4
4mo ago
SCM battery 300 random models per query
diagonal-only (indep. SCM)
Mean Error (PN)
0.18
3
1mo ago
Twin-EventLog Smallville context
substrate
Joint Accuracy (A ∧ B)
100
3
2mo ago
SCM battery
predictor
Infeasible Rate
28
1
1mo ago
UCI Adult missing values Human Survey (test)
-
-
0
4mo ago
Counterfactual reasoning Human Amazon Mechanical Turk (test)
-
-
0
4mo ago
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