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AudioLLMs
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meld_emotion_test

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audioduration (s)
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What do you think the speaker is feeling based on their speech patterns (e.g., pace, pitch, volume)?
Based on the speaker's speech patterns, it seems like they are feeling neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds anger.
Can you describe the tone of the speaker's voice and what it suggests about their emotion?
The tone of the speaker's voice suggests that the speaker may be feeling joy.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems joy.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds joy.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
What do you think the speaker is feeling based on their speech patterns (e.g., pace, pitch, volume)?
Based on the speaker's speech patterns, it seems like they are feeling joy.
Can you describe the tone of the speaker's voice and what it suggests about their emotion?
The tone of the speaker's voice suggests that the speaker may be feeling neutral.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling anger.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds sadness.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds sadness.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Can you describe the tone of the speaker's voice and what it suggests about their emotion?
The tone of the speaker's voice suggests that the speaker may be feeling neutral.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is neutral.
Based on what you heard, what emotion do you think the speaker is conveying?
Based on the auditory cues, it sounds like the speaker is neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds joy.
What do you think the speaker is feeling based on their speech patterns (e.g., pace, pitch, volume)?
Based on the speaker's speech patterns, it seems like they are feeling neutral.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is sadness.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling surprise.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is disgust.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling anger.
Based on what you heard, what emotion do you think the speaker is conveying?
Based on the auditory cues, it sounds like the speaker is neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a sadness state.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
What do you think the speaker is feeling based on their speech patterns (e.g., pace, pitch, volume)?
Based on the speaker's speech patterns, it seems like they are feeling joy.
What do you think the speaker is feeling based on their speech patterns (e.g., pace, pitch, volume)?
Based on the speaker's speech patterns, it seems like they are feeling neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds surprise.
Can you describe the tone of the speaker's voice and what it suggests about their emotion?
The tone of the speaker's voice suggests that the speaker may be feeling neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems surprise.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is anger.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is surprise.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
Can you describe the tone of the speaker's voice and what it suggests about their emotion?
The tone of the speaker's voice suggests that the speaker may be feeling sadness.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
Can you describe the tone of the speaker's voice and what it suggests about their emotion?
The tone of the speaker's voice suggests that the speaker may be feeling surprise.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is anger.
Based on what you heard, what emotion do you think the speaker is conveying?
Based on the auditory cues, it sounds like the speaker is anger.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is neutral.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems surprise.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling surprise.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Based on what you heard, what emotion do you think the speaker is conveying?
Based on the auditory cues, it sounds like the speaker is neutral.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Based on what you heard, what emotion do you think the speaker is conveying?
Based on the auditory cues, it sounds like the speaker is fear.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
Can you describe the tone of the speaker's voice and what it suggests about their emotion?
The tone of the speaker's voice suggests that the speaker may be feeling neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems joy.
Based on what you heard, what emotion do you think the speaker is conveying?
Based on the auditory cues, it sounds like the speaker is neutral.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is neutral.
What do you think the speaker is feeling based on their speech patterns (e.g., pace, pitch, volume)?
Based on the speaker's speech patterns, it seems like they are feeling joy.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems surprise.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is neutral.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is anger.
What do you think the speaker is feeling based on their speech patterns (e.g., pace, pitch, volume)?
Based on the speaker's speech patterns, it seems like they are feeling neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Can you describe the tone of the speaker's voice and what it suggests about their emotion?
The tone of the speaker's voice suggests that the speaker may be feeling neutral.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems anger.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems surprise.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds sadness.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling surprise.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
What emotions do you think the speaker is expressing?
Based on the tone of the speaker's voice and their delivery, it seems like the speaker is neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems fear.
Based on the speaker's speech patterns, what do you think they are feeling?
The speaker's speech suggesting they might be feeling neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
How would you describe the tone of the speaker's voice?
The speaker's tone sounds neutral.
How would you interpret the speaker's emotional state from their speech?
From the speaker's speech, it seems they are in a neutral state.
Based on what you heard, what emotion do you think the speaker is conveying?
Based on the auditory cues, it sounds like the speaker is sadness.
Do you think the speaker sounds happy, sad, angry, or something else?
The speaker's emotion seems neutral.
End of preview. Expand in Data Studio 
@article{poria2018meld,
  title={Meld: A multimodal multi-party dataset for emotion recognition in conversations},
  author={Poria, Soujanya and Hazarika, Devamanyu and Majumder, Navonil and Naik, Gautam and Cambria, Erik and Mihalcea, Rada},
  journal={arXiv preprint arXiv:1810.02508},
  year={2018}
}

@article{wang2024audiobench,
  title={AudioBench: A Universal Benchmark for Audio Large Language Models},
  author={Wang, Bin and Zou, Xunlong and Lin, Geyu and Sun, Shuo and Liu, Zhuohan and Zhang, Wenyu and Liu, Zhengyuan and Aw, AiTi and Chen, Nancy F},
  journal={NAACL},
  year={2025}
}
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