M2MeT: The ICASSP 2022 Multi-Channel Multi-Party Meeting Transcription Challenge
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Abstract (arXiv)
Recent development of speech processing, such as speech recognition, speaker diarization, etc., has inspired numerous applications of speech technologies. The meeting scenario is one of the most valuable and, at the same time, most challenging scenarios for the deployment of speech technologies. Specifically, two typical tasks, speaker diarization and multi-speaker automatic speech recognition have attracted much attention recently. However, the lack of large public meeting data has been a major obstacle for the advancement of the field. Therefore, we make available the AliMeeting corpus, which consists of 120 hours of recorded Mandarin meeting data, including far-field data collected by 8-channel microphone array as well as near-field data collected by headset microphone. Each meeting session is composed of 2-4 speakers with different speaker overlap ratio, recorded in rooms with different size. Along with the dataset, we launch the ICASSP 2022 Multi-channel Multi-party Meeting Transcription Challenge (M2MeT) with two tracks, namely speaker diarization and multi-speaker ASR, aiming to provide a common testbed for meeting rich transcription and promote reproducible research in this field. In this paper we provide a detailed introduction of the AliMeeting dateset, challenge rules, evaluation methods and baseline systems.
Key facts. Cited by 67 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Oct 2021.
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Citing papers per year: 2022: 9; 2023: 13; 2024: 12; 2025: 15; 2026: 18.
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- 2023Powerset multi-class cross entropy loss for neural speaker diarizationcited by 109
- 2025Ming-Omni: A Unified Multimodal Model for Perception and Generationcited by 62
- 2025DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignmentcited by 47
- 2023The CHiME-7 DASR Challenge: Distant Meeting Transcription with Multiple Devices in Diverse Scenarioscited by 20
- 2025M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performancecited by 19
- 2024NOTSOFAR-1 Challenge: New Datasets, Baseline, and Tasks for Distant Meeting Transcriptioncited by 18
- 20233D-Speaker: A Large-Scale Multi-Device, Multi-Distance, and Multi-Dialect Corpus for Speech Representation Disentanglementcited by 15
- 2025Ming-UniAudio: Speech LLM for Joint Understanding, Generation and Editing with Unified Representationcited by 15
- 2025ContextASR-Bench: A Massive Contextual Speech Recognition Benchmarkcited by 14
- 2024StoryTeller: Improving Long Video Description through Global Audio-Visual Character Identificationcited by 13
- 2023One model to rule them all ? Towards End-to-End Joint Speaker Diarization and Speech Recognitioncited by 12
- 2023Adapting Multi-Lingual ASR Models for Handling Multiple Talkerscited by 11
38 more
- 2024Cross-Speaker Encoding Network for Multi-Talker Speech Recognitioncited by 9
- 2022VarArray Meets t-SOT: Advancing the State of the Art of Streaming Distant Conversational Speech Recognitioncited by 7
- 2022A Comparative Study on Speaker-attributed Automatic Speech Recognition in Multi-party Meetingscited by 5
- 2023Exploring Speaker-Related Information in Spoken Language Understanding for Better Speaker Diarizationcited by 5
- 2023BA-SOT: Boundary-Aware Serialized Output Training for Multi-Talker ASRcited by 5
- 2023DiariST: Streaming Speech Translation with Speaker Diarizationcited by 5
- 2022Leveraging Real Conversational Data for Multi-Channel Continuous Speech Separationcited by 4
- 2023UNSSOR: Unsupervised Neural Speech Separation by Leveraging Over-determined Training Mixturescited by 4
- 2024Disentangling Speakers in Multi-Talker Speech Recognition with Speaker-Aware CTCcited by 4
- 2025Survey of End-to-End Multi-Speaker Automatic Speech Recognition for Monaural Audiocited by 4
- 2025The Multimodal Information Based Speech Processing (MISP) 2025 Challenge: Audio-Visual Diarization and Recognitioncited by 4
- 2025A Cocktail-Party Benchmark: Multi-Modal dataset and Comparative Evaluation Resultscited by 4
- 2022The RoyalFlush System of Speech Recognition for M2MeT Challengecited by 3
- 2022The Volcspeech system for the ICASSP 2022 multi-channel multi-party meeting transcription challengecited by 3
- 2023MUG: A General Meeting Understanding and Generation Benchmarkcited by 3
- 2024Improving Speaker Assignment in Speaker-Attributed ASR for Real Meeting Applicationscited by 3
- 2024LibriheavyMix: A 20,000-Hour Dataset for Single-Channel Reverberant Multi-Talker Speech Separation, ASR and Speaker Diarizationcited by 3
- 2024Mamba-based Segmentation Model for Speaker Diarizationcited by 3
- 2025SDBench: A Comprehensive Benchmark Suite for Speaker Diarizationcited by 3
- 2026UNICBench: UNIfied Counting Benchmark for MLLMcited by 3
- 2022Royalflush Speaker Diarization System for ICASSP 2022 Multi-channel Multi-party Meeting Transcription Challengecited by 2
- 2022Speaker Embedding-aware Neural Diarization: an Efficient Framework for Overlapping Speech Diarization in Meeting Scenarioscited by 2
- 2023Joint speech and overlap detection: a benchmark over multiple audio setup and speech domainscited by 2
- 2024Recording for Eyes, Not Echoing to Ears: Contextualized Spoken-to-Written Conversion of ASR Transcriptscited by 2
- 2024Integrating Audio, Visual, and Semantic Information for Enhanced Multimodal Speaker Diarizationcited by 2
- 2026Audio-Visual Flamingo: Open Audio-Visual Intelligence for Long and Complex Videoscited by 2
- 2026Qwen3.8-Omni: Towards Native Omni-Modal Agentscited by 2
- 2022TSUP Speaker Diarization System for Conversational Short-phrase Speaker Diarization Challengecited by 1
- 2023Combining TF-GridNet and Mixture Encoder for Continuous Speech Separation for Meeting Transcriptioncited by 1
- 2024ASoBO: Attentive Beamformer Selection for Distant Speaker Diarization in Meetingscited by 1
- 2024On the calibration of powerset speaker diarization modelscited by 1
- 2025Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLMcited by 1
- 2025Error Analysis in a Modular Meeting Transcription Systemcited by 1
- 2025LOTUSDIS: A Thai far-field meeting corpus for robust conversational ASRcited by 1
- 2025Benchmarking Diarization Modelscited by 1
- 2026ALARM: Audio-Language Alignment for Reasoning Modelscited by 1
- 2026A Unified and Reproducible Experimentation Framework for Speech Understandingcited by 1
- 2026PS4: Proxy-Supervised Joint Training for Real Target Speaker Extractioncited by 1
50 most cited of 67 All 67 (JSON)
- 2026MultiTalk: Scaling Full-Duplex Speech Models to Long, Multi-Party, Bilingual Conversation29 Sep 2026
- 2026Inference-Time Target Speaker Unlearning in LLM-Based Automatic Speech Recognition24 Sep 2026
- 2026Qwen3.8-Omni: Towards Native Omni-Modal Agents22 Sep 2026
- 2026Neural Multichannel Distant Speaker Diarization with Heavy-tailed Source Separation Model10 Sep 2026
- 2026X2Streaming-ASR: wait when uncertain, emit when ready for streaming ASR8 Sep 2026
- 2026Don't Just Listen, Try Planning: Graph-based Retrieval-Generation Agent for Long-form Audio Meeting Understanding25 Aug 2026
- 2026X2-Turn: Frame-Synchronous Dual-Head Modeling for Joint Streaming ASR and Turn State Prediction11 Aug 2026
- 2026Indic DiarBench: A Multilingual Joint Diarization and ASR Benchmark for Indian Languages26 Jul 2026
- 2026Transsion's Speaker-Attributed Multilingual ASR System for the MLC-SLM 2026 Challenge24 Jul 2026
- 2026Audio-Visual Flamingo: Open Audio-Visual Intelligence for Long and Complex Videos17 Jul 2026
- 2026PS4: Proxy-Supervised Joint Training for Real Target Speaker Extraction9 Jul 2026
- 2026SE-AGCNet: An End-to-End Framework for Joint Speech Enhancement and Loudness Control in Meeting Scenarios24 Jun 2026
38 more
- 2026A Unified and Reproducible Experimentation Framework for Speech Understanding29 May 2026
- 2026Mask2Flow-TSE: Two-Stage Target Speaker Extraction with Masking and Flow Matching13 Mar 2026
- 2026ALARM: Audio-Language Alignment for Reasoning Models10 Mar 2026
- 2026UNICBench: UNIfied Counting Benchmark for MLLM28 Feb 2026
- 2026CALM: Joint Contextual Acoustic-Linguistic Modeling for Personalization of Multi-Speaker ASR30 Jan 2026
- 2026SpatialEmb: Extract and Encode Spatial Information for 1-Stage Multi-channel Multi-speaker ASR on Arbitrary Microphone Arrays25 Jan 2026
- 2025A Cocktail-Party Benchmark: Multi-Modal dataset and Comparative Evaluation Results27 Oct 2025
- 2025Ming-UniAudio: Speech LLM for Joint Understanding, Generation and Editing with Unified Representation26 Oct 2025
- 2025Benchmarking Diarization Models30 Sep 2025
- 2025LOTUSDIS: A Thai far-field meeting corpus for robust conversational ASR23 Sep 2025
- 2025Error Analysis in a Modular Meeting Transcription System12 Sep 2025
- 2025Whilter: A Whisper-based Data Filter for "In-the-Wild" Speech Corpora Using Utterance-level Multi-Task Classification29 Jul 2025
- 2025SDBench: A Comprehensive Benchmark Suite for Speaker Diarization22 Jul 2025
- 2025ContextASR-Bench: A Massive Contextual Speech Recognition Benchmark8 Jul 2025
- 2025DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignment3 Jul 2025
- 2025Ming-Omni: A Unified Multimodal Model for Perception and Generation11 Jun 2025
- 2025Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM29 May 2025
- 2025The Multimodal Information Based Speech Processing (MISP) 2025 Challenge: Audio-Visual Diarization and Recognition20 May 2025
- 2025Survey of End-to-End Multi-Speaker Automatic Speech Recognition for Monaural Audio16 May 2025
- 2025M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance26 Feb 2025
- 2025Audio-FLAN: An Instruction-Following Dataset for Unified Audio Understanding and Generation of Speech, Music, and Sound23 Feb 2025
- 2024StoryTeller: Improving Long Video Description through Global Audio-Visual Character Identification11 Nov 2024
- 2024Joint Beamforming and Speaker-Attributed ASR for Real Distant-Microphone Meeting Transcription29 Oct 2024
- 2024Mamba-based Segmentation Model for Speaker Diarization9 Oct 2024
- 2024On the calibration of powerset speaker diarization models24 Sep 2024
- 2024Disentangling Speakers in Multi-Talker Speech Recognition with Speaker-Aware CTC19 Sep 2024
- 2024LibriheavyMix: A 20,000-Hour Dataset for Single-Channel Reverberant Multi-Talker Speech Separation, ASR and Speaker Diarization1 Sep 2024
- 2024Integrating Audio, Visual, and Semantic Information for Enhanced Multimodal Speaker Diarization22 Aug 2024
- 2024Recording for Eyes, Not Echoing to Ears: Contextualized Spoken-to-Written Conversion of ASR Transcripts19 Aug 2024
- 2024ASoBO: Attentive Beamformer Selection for Distant Speaker Diarization in Meetings5 Jun 2024
- 2024Improving Speaker Assignment in Speaker-Attributed ASR for Real Meeting Applications11 Mar 2024
- 2024NOTSOFAR-1 Challenge: New Datasets, Baseline, and Tasks for Distant Meeting Transcription16 Jan 2024
- 2024Cross-Speaker Encoding Network for Multi-Talker Speech Recognition8 Jan 2024
- 2023Powerset multi-class cross entropy loss for neural speaker diarization19 Oct 2023
- 2023One model to rule them all ? Towards End-to-End Joint Speaker Diarization and Speech Recognition2 Oct 2023
- 2023Combining TF-GridNet and Mixture Encoder for Continuous Speech Separation for Meeting Transcription15 Sep 2023
- 2023DiariST: Streaming Speech Translation with Speaker Diarization14 Sep 2023
- 2023Joint speech and overlap detection: a benchmark over multiple audio setup and speech domains24 Jul 2023
50 newest of 67 All 67 (JSON)
- 2024Mamba-based Segmentation Model for Speaker Diarizationcited by 3
- 2024Mamba-based Segmentation Model for Speaker Diarization9 Oct 2024
- 2023Powerset multi-class cross entropy loss for neural speaker diarizationcited by 109
- 2025Ming-Omni: A Unified Multimodal Model for Perception and Generationcited by 62
- 2023The CHiME-7 DASR Challenge: Distant Meeting Transcription with Multiple Devices in Diverse Scenarioscited by 20
- 2025M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performancecited by 19
- 2024NOTSOFAR-1 Challenge: New Datasets, Baseline, and Tasks for Distant Meeting Transcriptioncited by 18
- 20233D-Speaker: A Large-Scale Multi-Device, Multi-Distance, and Multi-Dialect Corpus for Speech Representation Disentanglementcited by 15
- 2025Ming-UniAudio: Speech LLM for Joint Understanding, Generation and Editing with Unified Representationcited by 15
- 2025ContextASR-Bench: A Massive Contextual Speech Recognition Benchmarkcited by 14
- 2023One model to rule them all ? Towards End-to-End Joint Speaker Diarization and Speech Recognitioncited by 12
- 2023Adapting Multi-Lingual ASR Models for Handling Multiple Talkerscited by 11
- 2024Cross-Speaker Encoding Network for Multi-Talker Speech Recognitioncited by 9
- 2022VarArray Meets t-SOT: Advancing the State of the Art of Streaming Distant Conversational Speech Recognitioncited by 7
12 most cited of 57 All 57 (JSON)
- 2026MultiTalk: Scaling Full-Duplex Speech Models to Long, Multi-Party, Bilingual Conversation29 Sep 2026
- 2026Neural Multichannel Distant Speaker Diarization with Heavy-tailed Source Separation Model10 Sep 2026
- 2026X2Streaming-ASR: wait when uncertain, emit when ready for streaming ASR8 Sep 2026
- 2026X2-Turn: Frame-Synchronous Dual-Head Modeling for Joint Streaming ASR and Turn State Prediction11 Aug 2026
- 2026Indic DiarBench: A Multilingual Joint Diarization and ASR Benchmark for Indian Languages26 Jul 2026
- 2026Transsion's Speaker-Attributed Multilingual ASR System for the MLC-SLM 2026 Challenge24 Jul 2026
- 2026PS4: Proxy-Supervised Joint Training for Real Target Speaker Extraction9 Jul 2026
- 2026SE-AGCNet: An End-to-End Framework for Joint Speech Enhancement and Loudness Control in Meeting Scenarios24 Jun 2026
- 2026A Unified and Reproducible Experimentation Framework for Speech Understanding29 May 2026
- 2026CALM: Joint Contextual Acoustic-Linguistic Modeling for Personalization of Multi-Speaker ASR30 Jan 2026
- 2026SpatialEmb: Extract and Encode Spatial Information for 1-Stage Multi-channel Multi-speaker ASR on Arbitrary Microphone Arrays25 Jan 2026
- 2025A Cocktail-Party Benchmark: Multi-Modal dataset and Comparative Evaluation Results27 Oct 2025
12 newest of 57 All 57 (JSON)