Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T07:37:44.393592Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 3 inbound Pith citation observations for arXiv:2604.16211.
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 2026-05-10T07:37:44.393592Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-03T00:29:39.365107Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-03T00:37:29.602606Z
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation feabe402-ad24-4795-96dc-7bdb0f956477 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6b538caa-07c4-45ff-a6ae-0b99b6162072 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations he might cough
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 27a5d746-ae0c-419a-96c4-2d0f50078ed0 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations We benchmark 15 TTS systems, including 7 prompt-based and 8 tag-based systems, offering a diverse evalu- ation spectrum
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1c9e028c-ee24-4c0e-8859-0b8e9adcb724 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations hallucinate
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0d710bc8-9dd7-4af6-8160-3aedcd3979f1 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3a4da3e1-523a-4da2-a628-e8578b8e794e · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations First, LLMs were used in benchmark dataset generation to draft candidate texts and speech captions, which were then reviewed, filtered, and finalized by the authors
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 04bd37d6-f0a5-4f3e-8662-e90d85a359e8 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Recent advances in speech language models: A sur- vey
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7759d619-2cfb-40c0-9a1f-c3b129291c2a · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Spark-TTS: An Efficient LLM-Based Text-to-Speech Model with Single-Stream Decoupled Speech Tokens
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7d19110e-2473-4b44-9719-1d061dc64ff5 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Hierarchical semantic-acoustic modeling via semi-discrete residual representations for expres- sive end-to-end speech synthesis
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c380a552-f753-4b53-9953-c07da931c3c6 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations The geneva minimalistic acoustic parameter set (gemaps) for voice research and affective computing
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8205ffe1-9fd3-4fb5-b6de-5ea8ce83faf6 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations NonverbalTTS: A Public English Corpus of Text-Aligned Nonverbal Vocalizations with Emotion Annotations for Text-to-Speech
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c649467e-f95c-4a0a-a0cc-2321bdb0e766 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations A scalable pipeline for enabling non-verbal speech generation and understanding
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation af5e7410-cce0-45a0-8c47-a190754cd14a · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations SMIIP-NV: A multi-annotation non-verbal expres- sive speech corpus in mandarin for llm-based speech synthesis
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 610ee6e7-2250-4543-8895-9e5295d4fd57 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations NVSpeech: An Integrated and Scalable Pipeline for Human-Like Speech Modeling with Paralinguistic Vocalizations
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1a300b4d-37a8-4b0e-b5f9-196622d66bca · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Yi Ren, Chenxu Hu, Xu Tan, Tao Qin, Sheng Zhao, Zhou Zhao, and Tie-Yan Liu
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c73c6368-2941-41f0-a830-699ceb01ff36 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Wesr: Scaling and evaluating word-level event-speech recognition
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9300312c-b63f-415f-9138-e551ad49a83d · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations ParaLBench: A Large-Scale Benchmark for Computational Paralinguistics over Acoustic Foundation Models
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 88bbdbc7-9e49-4a19-a837-94f66f121876 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations InstructTTSEval: Benchmarking Complex Natural-Language Instruction Following in Text-to-Speech Systems
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation daef691f-79c1-488f-912b-0c260306671c · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations S2S-Arena: Evaluating Paralinguistic Instruction Following in Speech-to-Speech Models
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 393b341a-ea7e-4bca-a3b6-38667f2a7984 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Paras2s: Benchmarking and aligning spoken language models for paralinguistic- aware speech-to-speech interaction
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8bd03de5-5c01-4ae1-b85d-d1ef69b6ca18 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Wavbench: Benchmarking reasoning, colloquialism, and paralinguistics for end-to-end spoken dialogue models
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1c39a316-e22e-4a4b-8b19-459207c9c1ba · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Nv-bench: Benchmark of nonverbal vocalization synthesis for expressive text-to-speech generation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation de8e9c7b-de27-4630-beed-ec1dcf749c1d · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations ChatTTS: A generative speech model for daily dialogue
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b2ec56f0-efba-4e04-a19a-27d88d035169 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Higgs Audio: Text-audio foundation model from bo- son ai
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d074fde2-2cb9-4c57-8f15-3aca76c04028 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Bark: Text-prompted generative audio model
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e0349b6f-db83-4856-a82b-da36a5808452 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Fish-Speech: Leveraging Large Language Models for Advanced Multilingual Text-to-Speech Synthesis
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5e60e40e-065c-47b2-aa30-845c6eb56194 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Orpheus-TTS: Towards human-sounding speech
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3e8b8a52-24ab-41f1-9ce3-a631bd20d96a · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2b61a442-c3d0-4e66-a538-8b5a990ed55b · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Elevenlabs documentation: Models
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 62ac1692-a77a-4f85-994e-a04cb5541b5b · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Dia: A TTS model capable of generating ultra- realistic dialogue in one pass
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation afc391e5-679b-4016-80c9-e2ccbf4b9025 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations SynParaSpeech: Automated synthesis of paralinguistic datasets for speech generation and understand- ing
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8d936b37-7484-4d40-83bc-5c1754f5b965 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations of of the idea that has been the same idea for a thousand years that they believe that—
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f8f4ee65-caee-4fec-a210-27da1115ccfb · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Acoustics of breath noises in human speech: De- scriptive and three-dimensional modeling approaches
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 38c3fd28-657b-44fc-8612-776e5fe1c62b · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations V oices without words: the spectrum of nonverbal vocalisations
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d92b28e9-47f9-4735-8982-569207d58fa1 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations The acm multimedia 2022 computa- tional paralinguistics challenge: V ocalisations, stuttering, activ- ity, & mosquitoes
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c4ab0335-7a53-4f59-ac6e-2cc86afa9dd4 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Acoustic analysis of several laughter types in conversational dialogues
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 32093497-db68-4a84-9949-c057dbc08bcf · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations An acoustic-prosodic analysis of laughter types
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ceebf8f1-919a-40ef-86c2-c857d926823a · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations DNSMOS P. 835: A non-intrusive perceptual objective speech quality metric to evalu- ate noise suppressors
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 98f242e3-30bc-42a4-90d1-512c6f41ff9c · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Clap learning audio concepts from natural language supervision
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 44d53595-dc07-436a-a513-d4467bccf832 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Robust speech recognition via large-scale weak supervision
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 92dd31a9-a5c4-4108-8991-cfbc5136c7b3 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Paraformer: Fast and accurate parallel transformer for non-autoregressive end-to- end speech recognition
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation daff7a43-b05c-4642-a9e5-39320103ca43 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 28fd3e27-1afb-49b1-aa3a-c8274b0c770e · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Audio-Aware Large Language Models as Judges for Speaking Styles
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ce21878a-9bd4-4981-b48d-c6e2bf057531 · outbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Qwen3-TTS Technical Report
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation feabe402-ad24-4795-96dc-7bdb0f956477 · inbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 930b5166-b391-40eb-a030-bdd7ab00b9fd · inbound
MINT-Bench: A Comprehensive Multilingual Benchmark for Instruction-Following Text-to-Speech NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2c026c6e-ddcd-4cd7-bd09-4bcea3cab481 · inbound
Beyond Words: Towards Effective Modeling of Non-Verbal Vocalizations in ASR NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.