Paper Citation Record · LEDGER

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

As of 13 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 7 inbound Pith citation observations for arXiv:2412.06602.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.06602 v3

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:32:24.151140Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:21:57.611094Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T12:24:39.704893Z

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy7
unresolved16
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d6878a65-541c-486d-a016-74a4b6ada6ab · outbound

This paper cites • 2 points: It loosely follows the instruc- tions but misses key elements or timing in parts.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey • 2 points: It loosely follows the instruc- tions but misses key elements or timing in parts

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:32:24.452307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3a9db7a4-81d2-44aa-bbb3-6bad7270ceb7 · outbound

This paper cites • 2 points: Noticeably synthetic; some un- natural artifacts remain.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey • 2 points: Noticeably synthetic; some un- natural artifacts remain

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:32:24.433638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6571bb23-6e58-4ae1-851e-97d0c7b089ba · outbound

This paper cites {transcript}.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey {transcript}

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-11T19:32:24.415747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bc464c2f-4265-4bd8-8681-969f8a033022 · outbound

This paper cites In Pro- ceedings of the 32nd ACM International Conference on Multimedia, pages 1255–1264.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey In Pro- ceedings of the 32nd ACM International Conference on Multimedia, pages 1255–1264

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:32:24.564296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ecc71c65-57fa-416a-ba47-2d1417464cdc · outbound

This paper cites HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech Synthesis.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech Synthesis

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.075261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59212e56-b630-4a0c-a627-112f10d8710f · outbound

This paper cites an unresolved cited work.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:32:24.548472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e8d21e48-135a-49c3-974e-ee72316c30c3 · outbound

This paper cites Natural language guidance of high-fidelity text-to-speech with synthetic annotations.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Natural language guidance of high-fidelity text-to-speech with synthetic annotations

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.085937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a48b56a-ea5f-44e5-b3c5-c91699a4fef8 · outbound

This paper cites Advances in Neural Information Processing Systems, 36:53728– 53741.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Advances in Neural Information Processing Systems, 36:53728– 53741

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:32:24.533789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bd28493a-eff6-428c-b292-10e6f4bb2c26 · outbound

This paper cites A Survey on Neural Speech Synthesis.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey A Survey on Neural Speech Synthesis

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.106056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b4e9803-615b-4b18-994a-37972b25e66e · outbound

This paper cites RALL-E: Robust Codec Language Modeling with Chain-of-Thought Prompting for Text-to-Speech Synthesis.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey RALL-E: Robust Codec Language Modeling with Chain-of-Thought Prompting for Text-to-Speech Synthesis

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.110824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fecd5ed-31e5-42fb-a104-c5c451a205fd · outbound

This paper cites Speak Foreign Languages with Your Own Voice: Cross-Lingual Neural Codec Language Modeling.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Speak Foreign Languages with Your Own Voice: Cross-Lingual Neural Codec Language Modeling

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.120019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfd49210-b857-46ad-a415-62ea5a818b66 · outbound

This paper cites an unresolved cited work.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T19:32:24.502947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ca8827d7-9fe1-4990-aa62-bd9ad8a7474a · outbound

This paper cites Speech vocoder is the last com- ponent that converts the intermediate acoustic fea- tures into a waveform that can be played back.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Speech vocoder is the last com- ponent that converts the intermediate acoustic fea- tures into a waveform that can be played back

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:32:24.485242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 909a04ca-16c9-4b60-94ea-d2a8d2d4ec1d · outbound

This paper cites Dopamine Audiobook: A Training-free MLLM Agent for Emotional and Immersive Audiobook Generation.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Dopamine Audiobook: A Training-free MLLM Agent for Emotional and Immersive Audiobook Generation

Reference 2001

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.096350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d82ed43d-ac82-46bb-84af-9682cc594194 · outbound

This paper cites A lower MCD value in- dicates a higher similarity between synthesized and reference speech, meaning better speech synthesis quality.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey A lower MCD value in- dicates a higher similarity between synthesized and reference speech, meaning better speech synthesis quality

Reference 2008

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:32:24.469901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 10ef6b29-1f0f-4fea-9e65-4069343e7774 · outbound

This paper cites Emo-DPO: Controllable Emotional Speech Synthesis through Direct Preference Optimization.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Emo-DPO: Controllable Emotional Speech Synthesis through Direct Preference Optimization

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.042006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a61ed7bf-e415-42a3-a621-40b685f5b6ef · outbound

This paper cites speak calmly.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey speak calmly

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:32:24.518923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 33f32af4-c5f0-41bf-aa7b-08609e27b16f · outbound

This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.035818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02937b2f-4361-4dd5-b3b2-0ff753baa0d2 · outbound

This paper cites Step-Audio: Unified Understanding and Generation in Intelligent Speech Interaction.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Step-Audio: Unified Understanding and Generation in Intelligent Speech Interaction

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.048348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d23af91-f43b-42e5-8a7c-f30840e33a93 · outbound

This paper cites SimpleSpeech 2: Towards Simple and Efficient Text-to-Speech with Flow-based Scalar Latent Transformer Diffusion Models.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey SimpleSpeech 2: Towards Simple and Efficient Text-to-Speech with Flow-based Scalar Latent Transformer Diffusion Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.115348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0ae0045-a581-40fc-a133-ecb6925a0a34 · outbound

This paper cites ELLA-V: Stable Neural Codec Language Modeling with Alignment-guided Sequence Reordering.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey ELLA-V: Stable Neural Codec Language Modeling with Alignment-guided Sequence Reordering

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.101443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9a09387-1d28-43f3-a61f-51d1074a3f8d · outbound

This paper cites SC VALL-E: Style-Controllable Zero-Shot Text to Speech Synthesizer.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey SC VALL-E: Style-Controllable Zero-Shot Text to Speech Synthesizer

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.067231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99ae3806-5571-4a12-a529-2c9c05b018ec · outbound

This paper cites Hierarchical Control of Emotion Rendering in Speech Synthesis.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey Hierarchical Control of Emotion Rendering in Speech Synthesis

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.055265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a279d26-5421-4784-a928-f7085b96354b · outbound

This paper cites SLAM-Omni: Timbre-Controllable Voice Interaction System with Single-Stage Training.

Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey SLAM-Omni: Timbre-Controllable Voice Interaction System with Single-Stage Training

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-11T19:32:24.029868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e230f18e-81fa-4d4d-8444-6c259f26b889 · inbound

AudioGenie: A Training-Free Multi-Agent Framework for Diverse Multimodality-to-Multiaudio Generation cites this paper.

AudioGenie: A Training-Free Multi-Agent Framework for Diverse Multimodality-to-Multiaudio Generation Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T13:21:57.611094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49542191-d96c-4e3d-b266-6d82137c50fe · inbound

Investigating Stochastic Methods for Prosody Modeling in Speech Synthesis cites this paper.

Investigating Stochastic Methods for Prosody Modeling in Speech Synthesis Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T21:25:27.548842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da47824a-1952-498a-937c-9ff0fa131f91 · inbound

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models cites this paper.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.118241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80d5efeb-243f-41f0-8ad0-0e4b99600dbe · inbound

TokenChain: A Discrete Speech Chain via Semantic Token Modeling cites this paper.

TokenChain: A Discrete Speech Chain via Semantic Token Modeling Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-18T09:16:09.518750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6e27a746-8fdd-4de7-b05f-cdd5558197e6 · inbound

Position: Towards Responsible Evaluation for Text-to-Speech cites this paper.

Position: Towards Responsible Evaluation for Text-to-Speech Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T11:07:41.013784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2c35a8c-70a6-4ef1-8039-8338f2332ce1 · inbound

CapTalk: Unified Voice Design for Single-Utterance and Dialogue Speech Generation cites this paper.

CapTalk: Unified Voice Design for Single-Utterance and Dialogue Speech Generation Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:16:00.009111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 231ab4b1-d86d-4661-9316-3f6467049e24 · inbound

FC-TTS: Style and Timbre Control in Zero-Shot Text-to-Speech with Disentangled Speech Representations cites this paper.

FC-TTS: Style and Timbre Control in Zero-Shot Text-to-Speech with Disentangled Speech Representations Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Reference 5

Resolution: malformed identifier; arxiv_id, observed 2026-06-30T12:24:39.706455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.