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Reasoning
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Emotion Interpretation
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EIBench (complex)
Emotion Interpretation on EIBench (complex)
Metric: Recall (higher is better)
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#
Model
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Recall
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Extra Data
Paper
Date
↕
Code
1
ChatGPT-4o
39.27
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
2
LLaVA-NEXT (13B)
39.16
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
3
LLaVA-NEXT (7B)
38.71
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
4
LLaVA-1.5 (13B)
38.1
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
5
LLaVA-NEXT (34B)
35.37
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
6
MiniGPT-v2
35.1
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
7
Video-LLaVA
30.9
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
8
ChatGPT-4V
28
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
9
Otter
27.9
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
10
Claude-3-haiku
24
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
11
Qwen-VL-Chat
22
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
12
Claude-3-sonnet
21.37
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
13
Qwen-vl-plus
20.37
No
Why We Feel: Breaking Boundaries in Emotional Re...
2025-04-10
Code
#1
ChatGPT-4o
SOTA
39.27
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#2
LLaVA-NEXT (13B)
39.16
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#3
LLaVA-NEXT (7B)
38.71
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#4
LLaVA-1.5 (13B)
38.1
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#5
LLaVA-NEXT (34B)
35.37
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#6
MiniGPT-v2
35.1
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#7
Video-LLaVA
30.9
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#8
ChatGPT-4V
28
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#9
Otter
27.9
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#10
Claude-3-haiku
24
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#11
Qwen-VL-Chat
22
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#12
Claude-3-sonnet
21.37
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code
#13
Qwen-vl-plus
20.37
Recall
· 2025-04-10
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models
Code