Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T18:08:22.468176Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 8 inbound Pith citation observations for arXiv:2412.08237.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T18:08:22.468176Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:22:08.946434Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T20:10:07.248893Z
39 of 39 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9c0f2c5a-92cd-4bf5-a35f-dcc129a8f942 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5d6af9a-26b2-4955-be85-259db7942f6a · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Matcha-tts: A fast tts architecture with conditional flow matching
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7e53d2af-665a-4a8a-b9a9-a03dd1d7563e · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Qwen2 Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00377421-e3be-43b9-814f-606104334678 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Tensorrt-llm, https://github.com/nvidia/tensorrt-llm, 2024
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b9ce65ba-d788-4f68-a602-44dc3328224e · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Gonzalez, Hao Zhang, and Ion Stoica
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76716d8a-b0b7-4683-b004-930eec04fc31 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch A Survey on In-context Learning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14708426-a94d-4b89-b445-2ee36eab8058 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Fish-Speech: Leveraging Large Language Models for Advanced Multilingual Text-to-Speech Synthesis
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a36ebeec-3cd5-4aee-872c-8f34e3681db2 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch FireRedTTS: A Foundation Text-To-Speech Framework for Industry-Level Generative Speech Applications
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecb87789-7171-4a96-8948-f07973122c76 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Takin: A Cohort of Superior Quality Zero-shot Speech Generation Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f4dffea-ff9c-4850-aeaf-e92507e95c58 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Wenetspeech4tts: A 12,800-hour mandarin tts corpus for large speech generation model benchmark, 2024
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4f15adfc-e4a4-470c-883a-e7813dc1edb5 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Emilia: An Extensive, Multilingual, and Diverse Speech Dataset for Large-Scale Speech Generation
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71f22068-6a51-4ae3-ab9e-631c43399a61 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Autoprep: An automatic preprocessing framework for in-the-wild speech data
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9524d2cb-d989-4da6-9acf-a538ec5c9f44 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Flow Matching for Generative Modeling
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85701e04-db90-4a23-9fd6-ce4d017651e8 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Dnsmos p
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8538d50f-60f3-444b-afd5-da95ded1fda2 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch AudioPaLM: A Large Language Model That Can Speak and Listen
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7907a02-61d0-4b53-a45f-ecd6273793c0 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Conformer-1: Robust ASR via Large-Scale Semisupervised Bootstrapping
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fee4344-9b68-48e6-905d-4b0eaa6ce871 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Anatomy of Industrial Scale Multilingual ASR
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6098f619-c285-4b20-bb0e-e7f1852d105a · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Robust speech recognition via large-scale weak supervision
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f2025600-be32-418c-900e-0c687c575d17 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Paraformer: Fast and Accurate Parallel Transformer for Non-autoregressive End-to-End Speech Recognition
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff202718-2327-4c02-839a-e0ca95c00bef · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch WeNet 2.0: More Productive End-to-End Speech Recognition Toolkit
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6265433-5bf9-4479-acd3-589ade9fe126 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e1f8654-d813-465f-92f4-eba1ea976522 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Conditional variational autoencoder with adversar- ial learning for end-to-end text-to-speech
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9b60a389-9c89-4723-9c16-42610d48c005 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch FastSpeech: Fast, robust and controllable text to speech
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 013ba208-de80-4ee5-81bd-29eda3a8bcd1 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 74e0850d-acf8-4e64-b6e7-a75d99f1b7ad · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Flow- TTS: A non-autoregressive network for text to speech based on flow
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e0f7b5e2-e811-47fb-8381-d9442528c73a · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch An Embarrassingly Simple Approach for LLM with Strong ASR Capacity
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee79a058-2e8c-4acf-9ec8-70da2858fa0a · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 647a6ebd-3673-4ad8-b35c-6f63a7df5f33 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Seed-ASR: Understanding Diverse Speech and Contexts with LLM-based Speech Recognition
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ee258fb-61d1-43ac-bc9a-339dfb8e6b5c · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch dMel: Speech Tokenization made Simple
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07d337c4-65c0-46ef-a01c-3a652fbb48a8 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Librispeech: an asr corpus based on public domain audio books
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc953978-061d-4e64-af49-b7fe1ea0dfed · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Scaling Speech-Text Pre-training with Synthetic Interleaved Data
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbd21626-3df2-46ed-b674-41b41737dec3 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Spirit LM: Interleaved Spoken and Written Language Model
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3eec4792-0ce4-4306-95c5-512c23899f9f · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Seed-TTS: A Family of High-Quality Versatile Speech Generation Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8acfa9a-6753-4159-8d29-c7345c7d2d95 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Didispeech: A large scale mandarin speech corpus
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ba52b68-e7f6-4832-9721-4ba82c72dc29 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Common Voice: A Massively-Multilingual Speech Corpus
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a72a38ed-83fb-46f8-851e-bcfa8cea037e · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ac6d73c-4f62-49b0-a77c-5a5d04a92fbf · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch MaskGCT: Zero-Shot Text-to-Speech with Masked Generative Codec Transformer
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a228842c-9982-4f5b-ad87-6d326cb7bbf1 · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Wespeaker: A research and production oriented speaker embedding learning toolkit
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0707ff01-6773-4813-950f-d5ec9cff023c · outbound
TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch Speechcolab leaderboard, https://github.com/speechcolab/leaderboard, 2021
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b8573576-e615-4d8f-a016-8e8b90ae8429 · inbound
TouchASP: Elastic Automatic Speech Perception that Everyone Can Touch TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06bef987-0894-470b-9668-add4ed54f302 · inbound
Interleaved Speech-Text Language Models for Simple Streaming Text-to-Speech Synthesis TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 649e4fff-8935-4783-895b-cab52ba5cc8d · inbound
CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ae15d67d-1ce5-49f0-a8db-e26d0cd91dcd · inbound
Balalaika: Data-Centric, Prosody-Aware Annotation Pipeline for Russian Speech TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b5bb2d7-2828-4156-b580-53b0b7c92847 · inbound
DMOSpeech 2: Reinforcement Learning for Duration Prediction in Metric-Optimized Speech Synthesis TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fbcb36f-463e-406c-b347-f32bcbc11b1e · inbound
Borderless Long Speech Synthesis TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d48e1a1e-4f92-43dc-9f48-dbc23b520d2e · inbound
Sarashina2.2-TTS: Tackling Kanji Polyphony in Japanese Speech Generation via Data Scaling and Targeted Data Synthesis TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 849841b5-c2c5-445e-be47-e9310f0da1e6 · inbound
Experience-Calibrated Contrastive Decoding for Mitigating Hallucinations in LM-Based Text-to-Speech TouchTTS: An Embarrassingly Simple TTS Framework that Everyone Can Touch
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.