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A
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B
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C
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D
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E
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1
Which module's weights are frozen?
A
Figure Comprehension
Visual Entity Detection module
Interactive Relation Encoder
Interactive Relation Module
Cross-Modal Alignment in Cross-Modal Learning
Feature Extractor in Re-mining Visual Features
"['Re-mine,_Learn_and_Reason_Exploring_the_Cross-modal_Semantic_Correlations_for_Language-guided_HOI(...TRUNCATED)
"['/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpL(...TRUNCATED)
2
Which part of Figure 1 does Figure 3 show?
B
Multi-Figure Comprehension
Cross-Modal Learning
Re-mining Visual Features
Linguistic Knowledge Generation
Reasoning with Knowledge
Interactive Relation Module
"['Re-mine,_Learn_and_Reason_Exploring_the_Cross-modal_Semantic_Correlations_for_Language-guided_HOI(...TRUNCATED)
1
3
How many loss functions are in the weighted sum of the overall loss function?
E
Formula Comprehension
1
2
3
4
5
"['Re-mine,_Learn_and_Reason_Exploring_the_Cross-modal_Semantic_Correlations_for_Language-guided_HOI(...TRUNCATED)
1
4
"If the two people in Figure 1 are cropped and swapped, which of the following people or things will(...TRUNCATED)
D
Figure-Text Comprehension
The person inside the red box
The person inside the blue box
The area on the right
The area on the left
Nothing can consistently have a high similarity score with Frisbee
"['Re-mine,_Learn_and_Reason_Exploring_the_Cross-modal_Semantic_Correlations_for_Language-guided_HOI(...TRUNCATED)
1
5
Which module in figure 1 uses the masked RoI operation?
C
Figure-Text Comprehension
Pink module
Blue module
Gray module
Yellow module
Green module
"['Re-mine,_Learn_and_Reason_Exploring_the_Cross-modal_Semantic_Correlations_for_Language-guided_HOI(...TRUNCATED)
1
6
What loss function is used for the third loss in Equation 22?
B
Formula Comprehension
Cross Entropy Loss
L1loss
IOU Loss
Focal Loss
Mean Squared Error Loss
"['Re-mine,_Learn_and_Reason_Exploring_the_Cross-modal_Semantic_Correlations_for_Language-guided_HOI(...TRUNCATED)
1
7
"Without Interaction Reasoning Module Knowledge Transfer, how much will the AP#1 of the proposed met(...TRUNCATED)
E
Table Comprehension
1.20
0.36
0.42
1.38
1.25
"['Re-mine,_Learn_and_Reason_Exploring_the_Cross-modal_Semantic_Correlations_for_Language-guided_HOI(...TRUNCATED)
1
8
What information will be used in Figure 3?
D
Figure-Text Comprehension
The category information of the object.
The location information of the object.
People's location information.
The location information of people and corresponding objects.
The location information of people and all objects.
"['Re-mine,_Learn_and_Reason_Exploring_the_Cross-modal_Semantic_Correlations_for_Language-guided_HOI(...TRUNCATED)
1
9
"According to the illustration of InCTRL, which task appears at the uppermost position in the 'Infer(...TRUNCATED)
D
Figure Comprehension
Medical Image Anomaly Detection.
Text Anomaly Detection.
Sematic Anomaly Detection.
Industrial Defective Anomaly Dectection.
Video Anomaly Detection
"['Toward_Generalist_Anomaly_Detection_via_In-context_Residual_Learning_with_Few-shot_Sample_Prompts(...TRUNCATED)
"['/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpL(...TRUNCATED)
10
"In the inference process, which numbered equation describes how the final anomaly score is computed(...TRUNCATED)
C
Text Comprehension
Equation (10).
Equation (9).
Equation (8).
Equation (7).
Equation (6).
"['Toward_Generalist_Anomaly_Detection_via_In-context_Residual_Learning_with_Few-shot_Sample_Prompts(...TRUNCATED)
9
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Paper

MMCR: Benchmarking Cross-Source Reasoning in Scientific Papers(https://arxiv.org/abs/2503.16856)

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