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Audio Captioning research benchmarks – Page 2 · SOTA2 Research

Audio Captioning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MUGEN-GAME (unseen)

6.7BLEU-4

3

Feb 26, 2026

0.75MWR-S (MLLM)

3

Feb 26, 2026

0.461LA-CLAP

3

Feb 26, 2026

28.6CIDEr

3

Feb 26, 2026

Proprietary Challenging

7.8BLEU-4

2

Jun 24, 2026

Proprietary Non-challenging

0.092BLEU-4

2

Jun 24, 2026

AudioCaps Challenging

0.054BLEU-4

2

Jun 24, 2026

AudioCaps Non-challenging

RLHF-based audio captioning framework

0.031BLEU-4

2

Jun 24, 2026

88.1multiFLAM

2

Feb 26, 2026

Page 2 of 2

Popular datasets

Clotho AudioCaps MusicCaps Proprietary Auto-ACD

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