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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 |
|---|---|---|---|---|
| Streaming Voice-Agent Interaction Efficiency | 4 | 1 | Feb 21, 2026 | |
| Blind Source Separation (Abundance Estimation) | 4 | 1 | Mar 27, 2026 | |
| Speech Interruption Handling | 4 | 1 | Mar 26, 2026 | |
| Overlap Handling Evaluation | 4 | 1 | Mar 30, 2026 | |
| Adversarial Example Detection | 4 | 3 | Jul 2, 2026 | |
| Grapheme-to-Phoneme conversion | 4 | 3 | Jun 19, 2026 | |
| Audio-Visual Speech Extraction | 4 | 1 | May 15, 2026 | |
| Phoneme-level Arabic speech assessment | 4 | 1 | Apr 9, 2026 | |
| Turn-taking detection |
| 4 |
| 2 |
| Apr 23, 2026 |
| Cross-speaker Style Transfer | 4 | 1 | Mar 24, 2026 |
|---|
| Transcription Quality Evaluation | 4 | 1 | Mar 18, 2026 |
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| Speaker Localization | 4 | 2 | Jun 18, 2026 |
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| Conversational Emotion Recognition | 4 | 15 | May 19, 2026 |
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| Spoken Language Identification | 3 | 1 | Feb 18, 2026 |
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| Sign Stitching | 3 | 1 | Mar 12, 2026 |
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| Multi-speaker separation | 3 | 1 | Mar 12, 2026 |
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| Personalized Voice Activity Detection | 3 | 1 | Mar 12, 2026 |
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| Multi-instrument transcription | 3 | 2 | Jun 11, 2026 |
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| Bioacoustic Classification | 3 | 2 | May 15, 2026 |
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| Audio-visual Zero-Shot Learning | 3 | 2 | Feb 27, 2026 |
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| Neural Engine Sound Synthesis | 3 | 1 | Mar 11, 2026 |
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| Music Source Restoration | 3 | 5 | Jun 24, 2026 |
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| Acoustic field reconstruction | 3 | 2 | Jun 16, 2026 |
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| Context-aware turn-taking | 3 | 1 | Mar 13, 2026 |
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| English-accented speech generation | 3 | 1 | Mar 10, 2026 |
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