Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:59:32.450042Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 100 of 195 outbound references and 6 inbound Pith citation observations for arXiv:2505.23009.
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 2026-08-07T12:59:32.450042Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:17:47.141942Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
100 of 195 outbound references displayed
External citation measurements
1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation 7d460f25-18c0-4329-9174-9cf3247ae840 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge https://huggingface.co/openbmb/MiniCPM-o-2_6
Reference 1
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Observation 176414f3-bc3c-437f-a44a-2f9f85b6a498 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge https://github.com/suno-ai/bark
Reference 2
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Observation 11bd66d3-2f8a-43c5-ac37-f34a81ba86a0 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge https://github.com/neonbjb/tortoise-tts
Reference 3
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Observation 205fee0c-98cd-4066-8c0f-90393b0867ad · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge https://github.com/wenet-e2e/WeTextProcessing
Reference 4
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Observation 71cea248-dfa8-4a11-a6c1-89e155429b41 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge https://huggingface.co/Zyphra/Zonos-v0.1-transformer
Reference 5
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Observation dca4f373-43c2-43b2-b8da-0eed141567e1 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Seed-tts: A family of high-quality versatile speech generation models, 2024
Reference 6
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Observation 0cc3aa6f-a4f7-4cf6-bce4-5376fbf511d6 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Hifi++: A unified framework for bandwidth extension and speech enhancement
Reference 7
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Observation 1219e962-6254-4cb4-a3d6-ffb802aac7e0 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Deep learning-based expressive speech synthesis: a systematic review of approaches, challenges, and resources
Reference 8
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Observation 25f6b129-e257-4dd4-90f3-c6e970419d49 · outbound
Reference 9
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Observation 9573afaa-fdaa-40fd-bd92-325d8626ffce · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Audio large language models can be descriptive speech quality evaluators
Reference 10
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Observation 39b992d5-7897-4cfb-83ea-73292e43ac8c · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge SANE-TTS: Stable and natural end-to-end multilingual text-to-speech
Reference 11
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Observation 56a54051-a366-48b9-862e-615c720327c4 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Qwen-audio: Advancing universal audio understanding via unified large-scale audio-language models, 2023
Reference 12
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Observation 5047b16f-a4b8-4120-a823-05751a391966 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Deepseek-R1: Incentivizing reasoning capability in llms via reinforcement learning, 2025
Reference 13
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Observation 06f49cbb-da56-49b4-9248-2dd786226f6f · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Cosyvoice: A scalable multilingual zero-shot text-to-speech synthesizer based on supervised semantic tokens, 2024
Reference 14
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Observation 3812c265-737b-45e2-b200-f1e471dd9f28 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Wavllm: Towards robust and adaptive speech large language model, 2024
Reference 15
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Observation 804fcd4e-c745-4e92-87df-30b7af093e2b · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Zezario, Tomoki Toda, Hsin-Min Wang, Junichi Yamagishi, and Yu Tsao
Reference 16
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Observation 9bdaf572-7d40-484f-932b-605afea9cd2c · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Wavreward: Spoken dialogue models with generalist reward evaluators, 2025
Reference 17
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Observation a0b577b6-d7ec-4def-ad2e-7ef96c4077be · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge BASE TTS: Lessons from building a billion-parameter Text-to-Speech model on 100K hours of data
Reference 18
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Observation 225e90b0-357b-47a4-8dcf-8518578642d9 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 19
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Observation 08ecea3b-720a-4266-9a1d-f1f0f65feb4b · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge The Application of Speech Synthesis in Car Warning System, pages 657–662
Reference 20
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Observation 02998162-fed0-4d2e-a154-109f23891f60 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Inference-time scaling for generalist reward modeling, 2025
Reference 21
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Observation 220e2358-44db-4470-9ef0-1db34854ae26 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Generalized multilingual text-to-speech generation with language-aware style adaptation, 2025
Reference 22
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Observation c50c5376-b576-4454-92f1-b54e576b8816 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Somos: The samsung open mos dataset for the evaluation of neural text-to-speech synthesis
Reference 23
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Observation 3fff9e79-0d00-47d1-b06b-4cdbb79b3d04 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Youth disability: Adopting text-to-speech and screen reader technologies for library and information services
Reference 24
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Observation 77fcdec5-a860-46eb-b800-0db6f90b69cf · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Applications of voice quality technology in virtual assistants and call centers
Reference 25
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Observation d39c6652-fea0-45fe-bac4-724212e43122 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Prosody analysis of audiobooks, 2025
Reference 26
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Observation 4b662415-ad37-4e82-a618-3137101bb7c6 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Robust speech recognition via large-scale weak supervision, 2022
Reference 27
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Observation 3f907a15-6d7c-4901-a202-182d1d49f7c4 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Text-to-speech software and reading comprehension: The impact for students with learning disabilities
Reference 28
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Observation ccaee203-f3f2-47ed-971c-bdff8ca04546 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 29
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Observation 06b7c93c-9bb8-4859-9815-b9943bb563e2 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Mmau: A massive multi-task audio understanding and reasoning benchmark, 2024
Reference 30
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Observation ce95ec3c-8843-4b13-9fc3-9731dad368bb · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark
Reference 31
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Observation 4fedfc3c-0909-4d36-ad68-1fc6c9150207 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Parikh, and Jason Riesa
Reference 32
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Observation 8764040b-11e9-4bd1-a8ac-19766a69ce11 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 33
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Observation c3841355-056b-4b48-8d46-b2b8cf3cc79b · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Salmonn: Towards generic hearing abilities for large language models, 2024
Reference 34
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Observation d44b5ea1-3526-4997-8794-7eb30d365729 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Gemini: A family of highly capable multimodal models, 2025
Reference 35
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Observation 0e9ff48b-22c2-4d19-b40c-ad3de0ec1f1b · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Speech recognition challenges in the car navigation industry
Reference 36
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Observation a94b5756-767f-4225-97dd-ce33f2d74e80 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Freeman, and Markus Weimer
Reference 37
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Observation 6f411fbb-90d1-4790-b96c-c251c41d86ae · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Evaluating text-to-speech synthesis from a large discrete token-based speech language model, 2024
Reference 38
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Observation f7022443-a363-47e2-a468-4f476e080456 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Enabling auditory large language models for automatic speech quality evaluation, 2025
Reference 39
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Observation 0b08332e-dd81-4e60-b141-fc9aac8937d1 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Spark-tts: An efficient llm-based text-to-speech model with single-stream decoupled speech tokens, 2025
Reference 40
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Observation 836b5a4e-c5f4-4ab7-a3b0-8dbc892069a1 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge The iscslp 2024 conversational voice clone (covoc) challenge: Tasks, results and findings, 2024
Reference 41
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Observation debefcb3-c5e9-4b3f-a07e-524e1b50360f · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge WizardLM: Empowering large pre-trained language models to follow complex instructions
Reference 42
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Observation 33d7b041-cf1c-4322-8a0b-1f635b6f3629 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge text_to_synthesize
Reference 43
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Observation 35c5e7d3-918a-4f7c-a261-3eceb2c75a1b · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 44
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Observation 1d987801-33ba-464b-96e5-703975a92a9a · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 45
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Observation dd9bf107-fe39-43f5-ada9-aeeda5173772 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge 14 The main goals for the set are:
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Observation c710b730-9660-4ff2-b29d-a405f6b5d19a · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation b03ca92b-1cd0-4d77-91d6-088758653038 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation aed2c966-d6a2-47ca-a9ec-270e912f45e0 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 50
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Observation a111fa93-839e-4f90-b15f-e6a2809163ea · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge "" You are evolving a **text_to_synthesize** sample belonging to the
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Observation 5d49c281-d494-455c-93db-b5a69eceac19 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation f929fd24-fbf1-47fb-af6f-48aa39202da0 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation 543f222a-f4d2-4bfd-b76d-01f1b0ed60cd · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Then, **add one** related, grammatically complete question *immediately following* the modified text
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Observation dcb6d042-9ce0-46cd-b610-71ca305cd175 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation c0e415e7-6f73-4935-9847-edd856cb5c86 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge to be" is replace with
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Observation 30ac59cc-7920-4ada-8d77-b2e57f6cceb1 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation d0565783-dcda-4219-acc0-5c6007727da4 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 58
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Observation e271a5e9-b6aa-43d6-add7-1c9afd96eaef · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Ensure that each language has atleast 1 foreign phrase
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Observation 9fa272ac-c5d6-4d88-a2a7-0d86d180d2e5 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation 6d9746e4-2927-4936-8bbf-8ee8475a7442 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation 32ad117d-61fc-4d78-b296-27be04880419 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation f40ed726-ba8b-45af-805f-3cc8f18be4aa · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 64
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Observation 41121d68-b659-4905-bf8d-54906bef987f · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge All foreign words **MUST** not be duplicated
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Observation 243e118a-0065-476d-a402-873f629b6994 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge AT THE SAME TIME, do not use very obscure words that don’t exist in the modern vocabulary, we want to create natural day-to-day sentences that bi- lingual speakers will speak**
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Observation b38f60da-9773-4580-ae79-7661842875cf · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation c5c6a5f0-cdff-4316-b5ad-f9ef20036179 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge misc" field, add a new key
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Observation c4834ec5-e4ba-42db-8704-0cabcaed7b8c · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation ec22d491-1d67-4d98-9418-2ff6adef3e98 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
Reference 71
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Observation e601e8ff-beab-40e2-add8-1d56f1b3cf40 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Mention how this **DOES NOT** make the text syntactically awkward
Reference 72
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Observation 88da4798-9a24-4e77-b28a-468d9cd03249 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge **For Approach 2, state the original short phrase, the absorbed English words, and the resulting longer foreign segment with its word count.**
Reference 73
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Observation 169fe26c-aa56-422b-9329-90c2919897ea · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge **For Approach 2, emphasize the challenge of sustained foreign language synthesis and grammatical integration.**
Reference 74
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Observation 4540adda-36e9-4873-a938-1a8ab66ec053 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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Observation 8332f690-7b54-4320-92fa-122401ab0c7f · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge 7.2 Restructure, paraphrase and edit the text grammatically to ensure **NO AWKWARDNESS** in the text
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Observation 9e3f6aee-df8c-49ac-923a-65d3d8e5cf25 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge "" A.3 Category 3: Paralinguistics Figure 7: Example depth-refinement for paralinguisitcs category. Starting with just one cue
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Observation 09ca8552-41f1-4f9b-8b42-8d6c5dabbd12 · outbound
EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work
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