Visual Reasoning on CLEVRER

Metric: Counterfactual-per opt. (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Counterfactual-per opt.▼	Extra Data	Paper	Date↕	Code
1	AI Core	96.61	No	Think before You Simulate: Symbolic Reasoning to...	2025-06-12	Code
2	VRDP	94.83	No	-	-	-
3	redherring	92.97	No	-	-	-
4	neural	91.42	No	-	-	-
5	Fighttttt	91.25	No	-	-	-
6	NERV	91.12	No	-	-	-
7	rnn_dyn	81.01	No	-	-	-
8	DCL	80.38	No	-	-	-
9	troublesolver	79.96	No	-	-	-
10	v0.1	79.6	No	-	-	-
11	TS_NS_IMPERIAL	78.08	No	-	-	-
12	First_test	74.05	No	-	-	-
13	epoch 9 pgd_25_0.1_eps	66.65	No	-	-	-

#1AI CoreSOTA
96.61
Counterfactual-per opt.· 2025-06-12
Think before You Simulate: Symbolic Reasoning to Orchestrate Neural Computation for Counterfactual Question Answering Code
#2VRDP
94.83
Counterfactual-per opt.
No paper
#3redherring
92.97
Counterfactual-per opt.
No paper
#4neural
91.42
Counterfactual-per opt.
No paper
#5Fighttttt
91.25
Counterfactual-per opt.
No paper
#6NERV
91.12
Counterfactual-per opt.
No paper
#7rnn_dyn
81.01
Counterfactual-per opt.
No paper
#8DCL
80.38
Counterfactual-per opt.
No paper
#9troublesolver
79.96
Counterfactual-per opt.
No paper
#10v0.1
79.6
Counterfactual-per opt.
No paper
#11TS_NS_IMPERIAL
78.08
Counterfactual-per opt.
No paper
#12First_test
74.05
Counterfactual-per opt.
No paper
#13epoch 9 pgd_25_0.1_eps
66.65
Counterfactual-per opt.
No paper