Visual Reasoning on CLEVRER

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

LeaderboardDataset

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Results

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#	Model↕	Explanatory-per opt.▼	Extra Data	Paper	Date↕	Code
1	AI Core	99.94	No	Think before You Simulate: Symbolic Reasoning to...	2025-06-12	Code
2	redherring	98.88	No	-	-	-
3	neural	98.47	No	-	-	-
4	Fighttttt	98.25	No	-	-	-
5	NERV	98.18	No	-	-	-
6	VRDP	96.3	No	-	-	-
7	TS_NS_IMPERIAL	95.94	No	-	-	-
8	rnn_dyn	90.81	No	-	-	-
9	DCL	89.58	No	-	-	-
10	troublesolver	89.19	No	-	-	-
11	v0.1	89.16	No	-	-	-
12	First_test	87.64	No	-	-	-
13	epoch 9 pgd_25_0.1_eps	83.42	No	-	-	-

#1AI CoreSOTA
99.94
Explanatory-per opt.· 2025-06-12
Think before You Simulate: Symbolic Reasoning to Orchestrate Neural Computation for Counterfactual Question Answering Code
#2redherring
98.88
Explanatory-per opt.
No paper
#3neural
98.47
Explanatory-per opt.
No paper
#4Fighttttt
98.25
Explanatory-per opt.
No paper
#5NERV
98.18
Explanatory-per opt.
No paper
#6VRDP
96.3
Explanatory-per opt.
No paper
#7TS_NS_IMPERIAL
95.94
Explanatory-per opt.
No paper
#8rnn_dyn
90.81
Explanatory-per opt.
No paper
#9DCL
89.58
Explanatory-per opt.
No paper
#10troublesolver
89.19
Explanatory-per opt.
No paper
#11v0.1
89.16
Explanatory-per opt.
No paper
#12First_test
87.64
Explanatory-per opt.
No paper
#13epoch 9 pgd_25_0.1_eps
83.42
Explanatory-per opt.
No paper