DailyTalk: Spoken Dialogue Dataset for Conversational Text-to-Speech
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Abstract (arXiv)
The majority of current Text-to-Speech (TTS) datasets, which are collections of individual utterances, contain few conversational aspects. In this paper, we introduce DailyTalk, a high-quality conversational speech dataset designed for conversational TTS. We sampled, modified, and recorded 2,541 dialogues from the open-domain dialogue dataset DailyDialog inheriting its annotated attributes. On top of our dataset, we extend prior work as our baseline, where a non-autoregressive TTS is conditioned on historical information in a dialogue. From the baseline experiment with both general and our novel metrics, we show that DailyTalk can be used as a general TTS dataset, and more than that, our baseline can represent contextual information from DailyTalk. The DailyTalk dataset and baseline code are freely available for academic use with CC-BY-SA 4.0 license.
Key facts. Cited by 67 papers in the map (data through 7 Oct 2026). Builds on 12 of its 19 references that are in the map. First posted on arXiv 3 Jul 2022.
Builds on
12 of 19 references.
References · 12
- 2017Attention Is All You Needcited by 59,932
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2017Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictionscited by 800
- 2020FastSpeech 2: Fast and High-Quality End-to-End Text to Speechcited by 710
- 2017DailyDialog: A Manually Labelled Multi-turn Dialogue Datasetcited by 649
- 2019LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speechcited by 639
- 2018MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversationscited by 636
- 2021One TTS Alignment To Rule Them Allcited by 47
- 2020Conversational End-to-End TTS for Voice Agentcited by 37
- 2021STYLER: Style Factor Modeling with Rapidity and Robustness via Speech Decomposition for Expressive and Controllable Neural Text to Speechcited by 18
- 2021Controllable Context-aware Conversational Speech Synthesiscited by 18
- 2021AdaSpeech 3: Adaptive Text to Speech for Spontaneous Stylecited by 11
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Citing papers per year: 2022: 1; 2023: 7; 2024: 16; 2025: 19; 2026: 24.
67 papers.
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- 2025Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokenscited by 109
- 2025DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignmentcited by 47
- 2024DeSTA2: Developing Instruction-Following Speech Language Model Without Speech Instruction-Tuning Datacited by 43
- 2024Let's Go Real Talk: Spoken Dialogue Model for Face-to-Face Conversationcited by 40
- 2024Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Surveycited by 22
- 2023Emotion Rendering for Conversational Speech Synthesis with Heterogeneous Graph-Based Context Modelingcited by 17
- 2024Generative Expressive Conversational Speech Synthesiscited by 16
- 2024CoVoMix: Advancing Zero-Shot Speech Generation for Human-like Multi-talker Conversationscited by 15
- 2024Emotion and Intent Joint Understanding in Multimodal Conversation: A Benchmarking Datasetcited by 15
- 2024Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversationcited by 14
- 2025CoVoMix2: Advancing Zero-Shot Dialogue Generation with Fully Non-Autoregressive Flow Matchingcited by 11
- 2022FCTalker: Fine and Coarse Grained Context Modeling for Expressive Conversational Speech Synthesiscited by 9
38 more
- 2023UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructionscited by 9
- 2025OmniChat: Enhancing Spoken Dialogue Systems with Scalable Synthetic Data for Diverse Scenarioscited by 9
- 2023CONCSS: Contrastive-based Context Comprehension for Dialogue-appropriate Prosody in Conversational Speech Synthesiscited by 8
- 2025DeepDialogue: A Multi-Turn Emotionally-Rich Spoken Dialogue Datasetcited by 8
- 2024Style-Talker: Finetuning Audio Language Model and Style-Based Text-to-Speech Model for Fast Spoken Dialogue Generationcited by 7
- 2025DIFFA: Large Language Diffusion Models Can Listen and Understandcited by 7
- 2023M2-CTTS: End-to-End Multi-scale Multi-modal Conversational Text-to-Speech Synthesiscited by 6
- 2024DisfluencySpeech -- Single-Speaker Conversational Speech Dataset with Paralanguagecited by 6
- 2024Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Modelscited by 6
- 2024Emphasis Rendering for Conversational Text-to-Speech with Multi-modal Multi-scale Context Modelingcited by 6
- 2025UniSS: Unified Expressive Speech-to-Speech Translation with Your Voicecited by 6
- 2024Can LLMs Understand the Implication of Emphasized Sentences in Dialogue?cited by 5
- 2024Intra- and Inter-modal Context Interaction Modeling for Conversational Speech Synthesiscited by 5
- 2025DialogueAgents: A Hybrid Agent-Based Speech Synthesis Framework for Multi-Party Dialoguecited by 5
- 2025Retrieval-Augmented Dialogue Knowledge Aggregation for Expressive Conversational Speech Synthesiscited by 4
- 2025StableToken: A Noise-Robust Semantic Speech Tokenizer for Resilient SpeechLLMscited by 4
- 2026SCENEBench: An Audio Understanding Benchmark Grounded in Assistive and Industrial Use Casescited by 3
- 2026Still Between Us? Evaluating and Improving Voice Assistant Robustness to Third-Party Interruptionscited by 3
- 2023Cross-speaker Emotion Transfer by Manipulating Speech Style Latentscited by 2
- 2023Emotion-Aware Prosodic Phrasing for Expressive Text-to-Speechcited by 2
- 2024J-CHAT: Japanese Large-scale Spoken Dialogue Corpus for Spoken Dialogue Language Modelingcited by 2
- 2025DiffCSS: Diverse and Expressive Conversational Speech Synthesis with Diffusion Modelscited by 2
- 2025Contextual Speech Extraction: Leveraging Textual History as an Implicit Cue for Target Speech Extractioncited by 2
- 2025Multimodal Fine-grained Context Interaction Graph Modeling for Conversational Speech Synthesiscited by 2
- 2025Spoken DialogSum: An Emotion-Rich Conversational Dataset for Spoken Dialogue Summarizationcited by 2
- 2025AzeroS: Extending LLM to Speech with Self-Generated Instruction-Free Tuningcited by 2
- 2026MedMosaic: A Challenging Large Scale Benchmark of Diverse Medical Audiocited by 2
- 2026Cocktail-Talker: Multi-Speaker Dialog Modeling in Noisy Social Environments with Turn Action GRPOcited by 2
- 2025SpeechDialogueFactory: Generating High-Quality Speech Dialogue Data to Accelerate Your Speech-LLM Developmentcited by 1
- 2025Do We Still Need Audio? Rethinking Speaker Diarization with a Text-Based Approach Using Multiple Prediction Modelscited by 1
- 2025TAVID: Text-Driven Audio-Visual Interactive Dialogue Generationcited by 1
- 2026Human or Machine? A Preliminary Turing Test for Speech-to-Speech Interactioncited by 1
- 2026ALARM: Audio-Language Alignment for Reasoning Modelscited by 1
- 2026When Misinformation Speaks and Converses: Rethinking Fact-Checking in Audio Platformscited by 1
- 2026AuEmoChat: Authentic Emotion Understanding and Rendering for Conversational Speech Synthesiscited by 1
- 2023ComedicSpeech: Text To Speech For Stand-up Comedies in Low-Resource Scenarioscited by 0
- 2024PRESENT: Zero-Shot Text-to-Prosody Controlcited by 0
- 2024Improving Robustness of Diffusion-Based Zero-Shot Speech Synthesis via Stable Formant Generationcited by 0
50 most cited of 67 All 67 (JSON)
- 2026BaatCheet: A Multilingual Corpus for Dialogue Translation in Indian Languages27 Sep 2026
- 2026A Harness for Synthesizing Diverse Naturalistic Full-Duplex Conversations23 Sep 2026
- 2026COT-TTS: Audio Context-Aware Text-to-Speech with Chain-of-Thought Reasoning19 Sep 2026
- 2026Listen Before You Speak: Response Planning from Listener Facial Reactions for Conversational Speech Generation18 Sep 2026
- 2026Alignment-Free Text-Audiobox for Voice Dubbing and Full-Duplex Dialogue Synthesis3 Sep 2026
- 2026Don't Just Listen, Try Planning: Graph-based Retrieval-Generation Agent for Long-form Audio Meeting Understanding25 Aug 2026
- 2026Do Spoken Language Models Hear Speech as They Read Text? Bridging Structural Gaps Between Speech and Text24 Aug 2026
- 2026INSPIRE: A Benchmark for Instruction-Aware Speech Retrieval17 Aug 2026
- 2026S2Dialog: Multimodal Dialogue Retrieval with Semantic and Acoustic-Style Modeling14 Aug 2026
- 2026Enabling Proactive Spoken Turns via a Generalized Style-Aware Full-Duplex Framework4 Aug 2026
- 2026Cocktail-Talker: Multi-Speaker Dialog Modeling in Noisy Social Environments with Turn Action GRPO30 Jul 2026
- 2026Alignment Is All You Need: Instruction-Free Training for General Audio-Language Models28 Jul 2026
38 more
- 2026Let Me Look at You: Advanced Facial Expression Modeling for Conversational Speech Synthesis27 Jul 2026
- 2026AuEmoChat: Authentic Emotion Understanding and Rendering for Conversational Speech Synthesis17 Jul 2026
- 2026LEAF: Growing Trees Without Branching for Speech-Aware Large Language Model Post-Training29 May 2026
- 2026PAREDA: A Multi-Accent Speech Dataset of Natural Language Processing Research Discussions18 May 2026
- 2026MedMosaic: A Challenging Large Scale Benchmark of Diverse Medical Audio1 May 2026
- 2026Still Between Us? Evaluating and Improving Voice Assistant Robustness to Third-Party Interruptions19 Apr 2026
- 2026When Misinformation Speaks and Converses: Rethinking Fact-Checking in Audio Platforms18 Apr 2026
- 2026SDiaReward: Modeling and Benchmarking Spoken Dialogue Rewards with Modality and Colloquialness16 Mar 2026
- 2026SCENEBench: An Audio Understanding Benchmark Grounded in Assistive and Industrial Use Cases10 Mar 2026
- 2026ALARM: Audio-Language Alignment for Reasoning Models10 Mar 2026
- 2026Human or Machine? A Preliminary Turing Test for Speech-to-Speech Interaction27 Feb 2026
- 2026SpeakerSleuth: Can Large Audio-Language Models Judge Speaker Consistency across Multi-turn Dialogues?7 Jan 2026
- 2025AzeroS: Extending LLM to Speech with Self-Generated Instruction-Free Tuning31 Dec 2025
- 2025TAVID: Text-Driven Audio-Visual Interactive Dialogue Generation23 Dec 2025
- 2025Spoken DialogSum: An Emotion-Rich Conversational Dataset for Spoken Dialogue Summarization16 Dec 2025
- 2025StableToken: A Noise-Robust Semantic Speech Tokenizer for Resilient SpeechLLMs26 Sep 2025
- 2025UniSS: Unified Expressive Speech-to-Speech Translation with Your Voice25 Sep 2025
- 2025Multimodal Fine-grained Context Interaction Graph Modeling for Conversational Speech Synthesis7 Sep 2025
- 2025Dual Information Speech Language Models for Emotional Conversations11 Aug 2025
- 2025DIFFA: Large Language Diffusion Models Can Listen and Understand24 Jul 2025
- 2025DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignment3 Jul 2025
- 2025Do We Still Need Audio? Rethinking Speaker Diarization with a Text-Based Approach Using Multiple Prediction Models12 Jun 2025
- 2025CoVoMix2: Advancing Zero-Shot Dialogue Generation with Fully Non-Autoregressive Flow Matching1 Jun 2025
- 2025DeepDialogue: A Multi-Turn Emotionally-Rich Spoken Dialogue Dataset26 May 2025
- 2025DialogueAgents: A Hybrid Agent-Based Speech Synthesis Framework for Multi-Party Dialogue20 Apr 2025
- 2025SpeechDialogueFactory: Generating High-Quality Speech Dialogue Data to Accelerate Your Speech-LLM Development31 Mar 2025
- 2025Contextual Speech Extraction: Leveraging Textual History as an Implicit Cue for Target Speech Extraction11 Mar 2025
- 2025Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokens3 Mar 2025
- 2025DiffCSS: Diverse and Expressive Conversational Speech Synthesis with Diffusion Models27 Feb 2025
- 2025Retrieval-Augmented Dialogue Knowledge Aggregation for Expressive Conversational Speech Synthesis11 Jan 2025
- 2025OmniChat: Enhancing Spoken Dialogue Systems with Scalable Synthetic Data for Diverse Scenarios2 Jan 2025
- 2024Intra- and Inter-modal Context Interaction Modeling for Conversational Speech Synthesis25 Dec 2024
- 2024Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey9 Dec 2024
- 2024Emphasis Rendering for Conversational Text-to-Speech with Multi-modal Multi-scale Context Modeling12 Oct 2024
- 2024DeSTA2: Developing Instruction-Following Speech Language Model Without Speech Instruction-Tuning Data30 Sep 2024
- 2024Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models27 Sep 2024
- 2024Improving Robustness of Diffusion-Based Zero-Shot Speech Synthesis via Stable Formant Generation14 Sep 2024
- 2024Style-Talker: Finetuning Audio Language Model and Style-Based Text-to-Speech Model for Fast Spoken Dialogue Generation13 Aug 2024
50 newest of 67 All 67 (JSON)
- 2025CoVoMix2: Advancing Zero-Shot Dialogue Generation with Fully Non-Autoregressive Flow Matchingcited by 11
- 2025DIFFA: Large Language Diffusion Models Can Listen and Understandcited by 7
- 2025DiffCSS: Diverse and Expressive Conversational Speech Synthesis with Diffusion Modelscited by 2
- 2024Improving Robustness of Diffusion-Based Zero-Shot Speech Synthesis via Stable Formant Generationcited by 0
- 2026Alignment-Free Text-Audiobox for Voice Dubbing and Full-Duplex Dialogue Synthesiscited by 0
- 2026Alignment-Free Text-Audiobox for Voice Dubbing and Full-Duplex Dialogue Synthesis3 Sep 2026
- 2025DIFFA: Large Language Diffusion Models Can Listen and Understand24 Jul 2025
- 2025CoVoMix2: Advancing Zero-Shot Dialogue Generation with Fully Non-Autoregressive Flow Matching1 Jun 2025
- 2025DiffCSS: Diverse and Expressive Conversational Speech Synthesis with Diffusion Models27 Feb 2025
- 2024Improving Robustness of Diffusion-Based Zero-Shot Speech Synthesis via Stable Formant Generation14 Sep 2024
- 2026MedMosaic: A Challenging Large Scale Benchmark of Diverse Medical Audiocited by 2
- 2026ALARM: Audio-Language Alignment for Reasoning Modelscited by 1
- 2026LEAF: Growing Trees Without Branching for Speech-Aware Large Language Model Post-Trainingcited by 0
- 2026COT-TTS: Audio Context-Aware Text-to-Speech with Chain-of-Thought Reasoningcited by 0
- 2026COT-TTS: Audio Context-Aware Text-to-Speech with Chain-of-Thought Reasoning19 Sep 2026
- 2026LEAF: Growing Trees Without Branching for Speech-Aware Large Language Model Post-Training29 May 2026
- 2026MedMosaic: A Challenging Large Scale Benchmark of Diverse Medical Audio1 May 2026
- 2026ALARM: Audio-Language Alignment for Reasoning Models10 Mar 2026
- 2025DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignmentcited by 47
- 2025OmniChat: Enhancing Spoken Dialogue Systems with Scalable Synthetic Data for Diverse Scenarioscited by 9
- 2025AzeroS: Extending LLM to Speech with Self-Generated Instruction-Free Tuningcited by 2
- 2025AzeroS: Extending LLM to Speech with Self-Generated Instruction-Free Tuning31 Dec 2025
- 2025DeSTA2.5-Audio: Toward General-Purpose Large Audio Language Model with Self-Generated Cross-Modal Alignment3 Jul 2025
- 2025OmniChat: Enhancing Spoken Dialogue Systems with Scalable Synthetic Data for Diverse Scenarios2 Jan 2025
- 2025Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokenscited by 109
- 2024DeSTA2: Developing Instruction-Following Speech Language Model Without Speech Instruction-Tuning Datacited by 43
- 2024Let's Go Real Talk: Spoken Dialogue Model for Face-to-Face Conversationcited by 40
- 2024Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Surveycited by 22
- 2023Emotion Rendering for Conversational Speech Synthesis with Heterogeneous Graph-Based Context Modelingcited by 17
- 2024Generative Expressive Conversational Speech Synthesiscited by 16
- 2024CoVoMix: Advancing Zero-Shot Speech Generation for Human-like Multi-talker Conversationscited by 15
- 2024Emotion and Intent Joint Understanding in Multimodal Conversation: A Benchmarking Datasetcited by 15
- 2024Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversationcited by 14
- 2022FCTalker: Fine and Coarse Grained Context Modeling for Expressive Conversational Speech Synthesiscited by 9
- 2023UniverSLU: Universal Spoken Language Understanding for Diverse Tasks with Natural Language Instructionscited by 9
- 2023CONCSS: Contrastive-based Context Comprehension for Dialogue-appropriate Prosody in Conversational Speech Synthesiscited by 8
12 most cited of 51 All 51 (JSON)
- 2026BaatCheet: A Multilingual Corpus for Dialogue Translation in Indian Languages27 Sep 2026
- 2026A Harness for Synthesizing Diverse Naturalistic Full-Duplex Conversations23 Sep 2026
- 2026Listen Before You Speak: Response Planning from Listener Facial Reactions for Conversational Speech Generation18 Sep 2026
- 2026Do Spoken Language Models Hear Speech as They Read Text? Bridging Structural Gaps Between Speech and Text24 Aug 2026
- 2026INSPIRE: A Benchmark for Instruction-Aware Speech Retrieval17 Aug 2026
- 2026S2Dialog: Multimodal Dialogue Retrieval with Semantic and Acoustic-Style Modeling14 Aug 2026
- 2026Enabling Proactive Spoken Turns via a Generalized Style-Aware Full-Duplex Framework4 Aug 2026
- 2026Cocktail-Talker: Multi-Speaker Dialog Modeling in Noisy Social Environments with Turn Action GRPO30 Jul 2026
- 2026Let Me Look at You: Advanced Facial Expression Modeling for Conversational Speech Synthesis27 Jul 2026
- 2026AuEmoChat: Authentic Emotion Understanding and Rendering for Conversational Speech Synthesis17 Jul 2026
- 2026PAREDA: A Multi-Accent Speech Dataset of Natural Language Processing Research Discussions18 May 2026
- 2026Still Between Us? Evaluating and Improving Voice Assistant Robustness to Third-Party Interruptions19 Apr 2026
12 newest of 51 All 51 (JSON)