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int64 | question
string | answer
string | category
string | A
string | B
string | C
string | D
string | E
string | image_path
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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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