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SOTA2 Research · tasks
Explore the problems researchers are working on and the benchmarks used to measure progress.
| Task Name | Domain | Benchmarks | Papers | Last Update |
|---|---|---|---|---|
| Audio Reconstruction | 45 | 36 | Jul 1, 2026 | |
| Text-to-Audio Retrieval | 42 | 40 | Jul 1, 2026 | |
| Audio-Visual Question Answering | 42 | 46 | Jul 8, 2026 | |
| Audio Generation | 41 | 21 | Jul 1, 2026 | |
| Audio Question Answering | 40 | 28 | Jul 1, 2026 | |
| Voice Conversion | 40 | 29 | Jun 23, 2026 | |
| Spoken Language Understanding | 37 | 22 | Jun 25, 2026 | |
| Target Speaker Extraction | 36 | 18 | Jul 8, 2026 | |
| Active Speaker Detection | 34 | 16 | Jul 7, 2026 |
| Audio Captioning | 34 | 47 | Jul 7, 2026 |
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| Audio Watermarking | 33 | 7 | Jun 23, 2026 |
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| Audio Super-Resolution | 32 | 10 | May 7, 2026 |
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| Sound Event Detection | 31 | 25 | Jul 8, 2026 |
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| Source Separation | 31 | 13 | Jun 4, 2026 |
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| Speaker Identification | 30 | 30 | Jun 30, 2026 |
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| ASR Error Correction | 30 | 10 | Jun 25, 2026 |
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| Speech Deepfake Detection | 30 | 14 | Jun 25, 2026 |
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| Zero-shot Text-to-Speech | 30 | 15 | Jun 17, 2026 |
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| Respiratory sound classification | 30 | 12 | Jun 11, 2026 |
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| Visual Speech Recognition | 30 | 24 | Jun 2, 2026 |
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| Isolated Sign Language Recognition | 29 | 14 | Jun 30, 2026 |
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| Audio-to-Text Retrieval | 29 | 21 | Jul 1, 2026 |
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| Text-to-Audio Generation | 28 | 47 | Jul 7, 2026 |
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| Phoneme Recognition | 27 | 23 | Jun 16, 2026 |
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| Environmental Sound Classification | 27 | 23 | Jun 26, 2026 |
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