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Paper Citation Record · LEDGER

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge

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.

pith.paper-citation-record.v1
2505.23009 v1

Coverage vector

measured 100 of 195 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:59:32.450042Z

measured 106 of 106 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:17:47.141942Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 195 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved100
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  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 7d460f25-18c0-4329-9174-9cf3247ae840 · outbound

This paper cites https://huggingface.co/openbmb/MiniCPM-o-2_6.

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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source=pdf_text observed=2026-08-07T12:59:22.123813Z digest=sha256:888c77a0f4faa30c1a1851405926477b0ad0f452d1564353f289a1fe0839fc64

Observation 176414f3-bc3c-437f-a44a-2f9f85b6a498 · outbound

This paper cites https://github.com/suno-ai/bark.

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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source=pdf_text observed=2026-08-07T12:59:22.355934Z digest=sha256:eea79a3e3d93ef1d7c779242b2bbc2b45914de47039206679dd2564e7fde75d1

Observation 11bd66d3-2f8a-43c5-ac37-f34a81ba86a0 · outbound

This paper cites https://github.com/neonbjb/tortoise-tts.

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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source=pdf_text observed=2026-08-07T12:59:22.464130Z digest=sha256:9ae4ac2f6de7341a6a0dd984c606cb3420e239f151eec0709ab55c99b1fbd7b8

Observation 205fee0c-98cd-4066-8c0f-90393b0867ad · outbound

This paper cites https://github.com/wenet-e2e/WeTextProcessing.

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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source=pdf_text observed=2026-08-07T12:59:22.598188Z digest=sha256:c24c4cf4e3f20686b3181959bf14e91ed1c68bc5eeeb188dacda333208f66b03

Observation 71cea248-dfa8-4a11-a6c1-89e155429b41 · outbound

This paper cites https://huggingface.co/Zyphra/Zonos-v0.1-transformer.

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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source=pdf_text observed=2026-08-07T12:59:22.693266Z digest=sha256:2f8425441169575a8405d837488748a283b6a311e2254a5df601225fc6c811fa

Observation dca4f373-43c2-43b2-b8da-0eed141567e1 · outbound

This paper cites Seed-tts: A family of high-quality versatile speech generation models, 2024.

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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source=pdf_text observed=2026-08-07T12:59:22.786045Z digest=sha256:1da47fb7acfaf1bff2a68b713d18c662539c0769d8babe52cb06a89dd7b3792d

Observation 0cc3aa6f-a4f7-4cf6-bce4-5376fbf511d6 · outbound

This paper cites Hifi++: A unified framework for bandwidth extension and speech enhancement.

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

This paper cites Deep learning-based expressive speech synthesis: a systematic review of approaches, challenges, and resources.

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

This paper cites Orpheus-tts.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Orpheus-tts

Reference 9

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source=pdf_text observed=2026-08-07T12:59:23.142124Z digest=sha256:468c4c51a668640fd274ed0ef3b0ad723174d04332b957d8ad796c86d5902d2b

Observation 9573afaa-fdaa-40fd-bd92-325d8626ffce · outbound

This paper cites Audio large language models can be descriptive speech quality evaluators.

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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source=pdf_text observed=2026-08-07T12:59:23.225020Z digest=sha256:2c57e00803cf232c3f1e651a21407f271c1fe6dddec72932bc635466b2ac814a

Observation 39b992d5-7897-4cfb-83ea-73292e43ac8c · outbound

This paper cites SANE-TTS: Stable and natural end-to-end multilingual text-to-speech.

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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source=pdf_text observed=2026-08-07T12:59:23.364616Z digest=sha256:59f11495eea7188ff498b428a89d9525487387956465f6db040b627a3385455b

Observation 56a54051-a366-48b9-862e-615c720327c4 · outbound

This paper cites Qwen-audio: Advancing universal audio understanding via unified large-scale audio-language models, 2023.

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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source=pdf_text observed=2026-08-07T12:59:23.494815Z digest=sha256:b84a6729e7c3d2d051f06c07098e8c0b92ec5e5fead80a66b551de36c8a78edc

Observation 5047b16f-a4b8-4120-a823-05751a391966 · outbound

This paper cites Deepseek-R1: Incentivizing reasoning capability in llms via reinforcement learning, 2025.

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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source=pdf_text observed=2026-08-07T12:59:23.590194Z digest=sha256:97cf5f64e6772e222dac0a3b14d9a0f57a1bae4cb576a3ff24bd0fdb1e8f1919

Observation 06f49cbb-da56-49b4-9248-2dd786226f6f · outbound

This paper cites Cosyvoice: A scalable multilingual zero-shot text-to-speech synthesizer based on supervised semantic tokens, 2024.

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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source=pdf_text observed=2026-08-07T12:59:23.715236Z digest=sha256:d3b909c9531f2c34988f51e3f35ad985ea36ef9c5f4605101da56cfebb75f00b

Observation 3812c265-737b-45e2-b200-f1e471dd9f28 · outbound

This paper cites Wavllm: Towards robust and adaptive speech large language model, 2024.

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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source=pdf_text observed=2026-08-07T12:59:23.847705Z digest=sha256:19c362066397a781e3015963872a0b9cb11be63527b71c65861b7399ac90cce2

Observation 804fcd4e-c745-4e92-87df-30b7af093e2b · outbound

This paper cites Zezario, Tomoki Toda, Hsin-Min Wang, Junichi Yamagishi, and Yu Tsao.

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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source=pdf_text observed=2026-08-07T12:59:23.943571Z digest=sha256:f841fcd3f0fc0881643d94c8af9f9043cc377b918c41bef5ab68b53a18cd0901

Observation 9bdaf572-7d40-484f-932b-605afea9cd2c · outbound

This paper cites Wavreward: Spoken dialogue models with generalist reward evaluators, 2025.

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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source=pdf_text observed=2026-08-07T12:59:24.041125Z digest=sha256:33354e8d27871d65d07a31e0fcb0784216fc1f41a1489a951ea03b4b0ce6448f

Observation a0b577b6-d7ec-4def-ad2e-7ef96c4077be · outbound

This paper cites BASE TTS: Lessons from building a billion-parameter Text-to-Speech model on 100K hours of data.

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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source=pdf_text observed=2026-08-07T12:59:24.161122Z digest=sha256:3ab9b15e9c8bc907d2f20355f6d2e6b656ff818c0a3343d5aefa533b3a89ae70

Observation 225e90b0-357b-47a4-8dcf-8518578642d9 · outbound

This paper cites an unresolved cited work.

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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source=pdf_text observed=2026-08-07T12:59:24.282631Z digest=sha256:f41cbb1c7df5c79f68f1aa514d1a6f45024ca72baa8bbbcd16676ab0b977e803

Observation 08ecea3b-720a-4266-9a1d-f1f0f65feb4b · outbound

This paper cites The Application of Speech Synthesis in Car Warning System, pages 657–662.

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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source=pdf_text observed=2026-08-07T12:59:24.420902Z digest=sha256:4627169a187f0ddd52334e0a1cdc579bdc949f835e5e98d530215fe6f5a8c68a

Observation 02998162-fed0-4d2e-a154-109f23891f60 · outbound

This paper cites Inference-time scaling for generalist reward modeling, 2025.

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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source=pdf_text observed=2026-08-07T12:59:24.521051Z digest=sha256:0cee21fef87c5322932413b18cbf78518b358c2230fd3cb43dcaf682f985e18f

Observation 220e2358-44db-4470-9ef0-1db34854ae26 · outbound

This paper cites Generalized multilingual text-to-speech generation with language-aware style adaptation, 2025.

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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source=pdf_text observed=2026-08-07T12:59:24.611021Z digest=sha256:08339f19bac7806f8a82d4e765fbfbb76d4e4b24cbb9ada07bbb5e4ac03bf0ac

Observation c50c5376-b576-4454-92f1-b54e576b8816 · outbound

This paper cites Somos: The samsung open mos dataset for the evaluation of neural text-to-speech synthesis.

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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source=pdf_text observed=2026-08-07T12:59:24.707740Z digest=sha256:9826cf772b4cadc96a547b5fa45f7f57babf5b826dfa9d64173d9c82022eb76c

Observation 3fff9e79-0d00-47d1-b06b-4cdbb79b3d04 · outbound

This paper cites Youth disability: Adopting text-to-speech and screen reader technologies for library and information services.

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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source=pdf_text observed=2026-08-07T12:59:24.780715Z digest=sha256:5e0489025b6c396353387ddec193f75bcae8c9283ccab5e2baeaeb66f9faee26

Observation 77fcdec5-a860-46eb-b800-0db6f90b69cf · outbound

This paper cites Applications of voice quality technology in virtual assistants and call centers.

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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source=pdf_text observed=2026-08-07T12:59:24.880672Z digest=sha256:43143dbfe65c01bdcf8f99ab7d0feef9c93da1ec61eabe8bbd583c3ed8333a10

Observation d39c6652-fea0-45fe-bac4-724212e43122 · outbound

This paper cites Prosody analysis of audiobooks, 2025.

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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source=pdf_text observed=2026-08-07T12:59:24.981542Z digest=sha256:fe289c7c4df71a98a149a5880ede0156edd3a3f9057ce624d165da8095478299

Observation 4b662415-ad37-4e82-a618-3137101bb7c6 · outbound

This paper cites Robust speech recognition via large-scale weak supervision, 2022.

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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source=pdf_text observed=2026-08-07T12:59:25.067775Z digest=sha256:2edcbc9bbbf51c649fb557f453f5cc031eebd89890c91be20b8ecf2d995f00a3

Observation 3f907a15-6d7c-4901-a202-182d1d49f7c4 · outbound

This paper cites Text-to-speech software and reading comprehension: The impact for students with learning disabilities.

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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source=pdf_text observed=2026-08-07T12:59:25.115166Z digest=sha256:b4567dad789b5cb897d3b75edf38cd1d0d5dd79e6e6dd5f0c86f4517b1780bec

Observation ccaee203-f3f2-47ed-971c-bdff8ca04546 · outbound

This paper cites an unresolved cited work.

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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source=pdf_text observed=2026-08-07T12:59:25.186851Z digest=sha256:edbbbcdc27e8c1941bfb96e27ee4c5517b9cb4fbcd8d25706cf49b4c00a63498

Observation 06b7c93c-9bb8-4859-9815-b9943bb563e2 · outbound

This paper cites Mmau: A massive multi-task audio understanding and reasoning benchmark, 2024.

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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source=pdf_text observed=2026-08-07T12:59:25.232231Z digest=sha256:4a5567805cefd5f9fe49b1eaaf90d38d4ef7b7b42ce3a11db398fb954003920b

Observation ce95ec3c-8843-4b13-9fc3-9731dad368bb · outbound

This paper cites MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark.

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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source=pdf_text observed=2026-08-07T12:59:25.279897Z digest=sha256:ab69c6f097ffa166c43f4a361cbb3a74e90baf155d905d4982998f2a0422b003

Observation 4fedfc3c-0909-4d36-ad68-1fc6c9150207 · outbound

This paper cites Parikh, and Jason Riesa.

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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source=pdf_text observed=2026-08-07T12:59:25.341168Z digest=sha256:45c4c75305a7ae086b0fc53ea8618475d7a22ea2628ab22476b426e781dd287a

Observation 8764040b-11e9-4bd1-a8ac-19766a69ce11 · outbound

This paper cites an unresolved cited work.

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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source=pdf_text observed=2026-08-07T12:59:25.396915Z digest=sha256:edf1b2ac1718af9aec9cab3e8a57f02e3a2d271bc75c3eed0bc83e506e811b39

Observation c3841355-056b-4b48-8d46-b2b8cf3cc79b · outbound

This paper cites Salmonn: Towards generic hearing abilities for large language models, 2024.

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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source=pdf_text observed=2026-08-07T12:59:25.464461Z digest=sha256:87a54c7a771bd55243b4150e34a463692814033eab2ba81acc4de656572e38d0

Observation d44b5ea1-3526-4997-8794-7eb30d365729 · outbound

This paper cites Gemini: A family of highly capable multimodal models, 2025.

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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source=pdf_text observed=2026-08-07T12:59:25.532648Z digest=sha256:ef408a73d0f7acef201a4bb38e68c49f09e14c9952c093f492f5287b59f9178c

Observation 0e9ff48b-22c2-4d19-b40c-ad3de0ec1f1b · outbound

This paper cites Speech recognition challenges in the car navigation industry.

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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source=pdf_text observed=2026-08-07T12:59:25.625324Z digest=sha256:3ea11f575f76569be9bca580270242f07f54156b359cc6cda724bd0e880a14b8

Observation a94b5756-767f-4225-97dd-ce33f2d74e80 · outbound

This paper cites Freeman, and Markus Weimer.

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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source=pdf_text observed=2026-08-07T12:59:25.682024Z digest=sha256:0ac4612173e6439e212775f3b2d35a73ec1dc4745e61a7b37f53023fce223cbb

Observation 6f411fbb-90d1-4790-b96c-c251c41d86ae · outbound

This paper cites Evaluating text-to-speech synthesis from a large discrete token-based speech language model, 2024.

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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source=pdf_text observed=2026-08-07T12:59:25.748602Z digest=sha256:db19d1efe96a40167406ae4c340a425b4e54759c4b75c20aceedb07773765be5

Observation f7022443-a363-47e2-a468-4f476e080456 · outbound

This paper cites Enabling auditory large language models for automatic speech quality evaluation, 2025.

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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source=pdf_text observed=2026-08-07T12:59:25.836674Z digest=sha256:4e21072afd99c0759ee820f0d090afe6faa97b4aed78c4be442b5e9592e0b798

Observation 0b08332e-dd81-4e60-b141-fc9aac8937d1 · outbound

This paper cites Spark-tts: An efficient llm-based text-to-speech model with single-stream decoupled speech tokens, 2025.

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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source=pdf_text observed=2026-08-07T12:59:25.920779Z digest=sha256:ce0c507e36fb9bc5fbd4e57f4bb81e9ba2603b24f90a0854680c22021d71e2a8

Observation 836b5a4e-c5f4-4ab7-a3b0-8dbc892069a1 · outbound

This paper cites The iscslp 2024 conversational voice clone (covoc) challenge: Tasks, results and findings, 2024.

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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source=pdf_text observed=2026-08-07T12:59:25.972618Z digest=sha256:83005b65817b26ca5901e657a7538bf5d2146ddf60822a6ec5af626043542910

Observation debefcb3-c5e9-4b3f-a07e-524e1b50360f · outbound

This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.

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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source=pdf_text observed=2026-08-07T12:59:26.035027Z digest=sha256:a21a5a7d78408e26e94b6f097a9be2c24496ec93ca2edcddff56643833afb502

Observation 33d7b041-cf1c-4322-8a0b-1f635b6f3629 · outbound

This paper cites text_to_synthesize.

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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source=pdf_text observed=2026-08-07T12:59:26.073783Z digest=sha256:1903cdfa30ae4cf41750d6c862953f16f48f2dc90019eccf2dafa6a1f3405b55

Observation 35c5e7d3-918a-4f7c-a261-3eceb2c75a1b · outbound

This paper cites an unresolved cited work.

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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source=pdf_text observed=2026-08-07T12:59:26.161264Z digest=sha256:c089a5794e8d924a20ed678e35b9fe19c483e0f6d080b2a68da19aeecec55dc1

Observation 1d987801-33ba-464b-96e5-703975a92a9a · outbound

This paper cites an unresolved cited work.

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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source=pdf_text observed=2026-08-07T12:59:26.206382Z digest=sha256:09cb831da7b50a7f390b2e5b6c0d953e68df6ec72301197ac71f2cb9fe1ade3a

Observation dd9bf107-fe39-43f5-ada9-aeeda5173772 · outbound

This paper cites 14 The main goals for the set are:.

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:

Reference 46

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source=pdf_text observed=2026-08-07T12:59:26.282646Z digest=sha256:187cd71cb3bf1150930a458891326c126f59cba4738f95fe2210210637d34ec7

Observation c710b730-9660-4ff2-b29d-a405f6b5d19a · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-07T12:59:26.353017Z digest=sha256:b290b1ad92acebe52fff58577d1f1ff702a437637e6f3083f1e92b6e56f13171

Observation b03ca92b-1cd0-4d77-91d6-088758653038 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-07T12:59:26.491815Z digest=sha256:fb5b718685d1d448589c98bc75cf563366e9320ab336c79a5f0cd78e79f977b0

Observation aed2c966-d6a2-47ca-a9ec-270e912f45e0 · outbound

This paper cites an unresolved cited work.

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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source=pdf_text observed=2026-08-07T12:59:26.573584Z digest=sha256:8cc2e33a6f74881d48536a8cacafb18d9ee0a5add8251dc53585385ea92a7c59

Observation a111fa93-839e-4f90-b15f-e6a2809163ea · outbound

This paper cites "" You are evolving a **text_to_synthesize** sample belonging to the.

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

Reference 51

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source=pdf_text observed=2026-08-07T12:59:26.635309Z digest=sha256:ede48ec7e15bb09e61e0b9dc25b93a45e208966b2b0e0ef8379095015f334c47

Observation 5d49c281-d494-455c-93db-b5a69eceac19 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 52

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source=pdf_text observed=2026-08-07T12:59:26.715583Z digest=sha256:df0c12970ebc73bbb6a0215b9983abc6eb8819b88308435c1006238983ca8097

Observation f929fd24-fbf1-47fb-af6f-48aa39202da0 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-07T12:59:26.792318Z digest=sha256:02afe6efc62f0c4331c867ee15b04adf0beebf744f528d90308356222cfcb4b7

Observation 543f222a-f4d2-4bfd-b76d-01f1b0ed60cd · outbound

This paper cites Then, **add one** related, grammatically complete question *immediately following* the modified text.

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

Reference 54

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source=pdf_text observed=2026-08-07T12:59:26.846421Z digest=sha256:2867a06be317b3c58c34fbc175233234ce1e265a8732416fde46753691412fc2

Observation dcb6d042-9ce0-46cd-b610-71ca305cd175 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-07T12:59:26.919989Z digest=sha256:d972898f8b91819a51013bdf2a7b820136c32e5f0c83091eabae172e97905924

Observation c0e415e7-6f73-4935-9847-edd856cb5c86 · outbound

This paper cites to be" is replace with.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge to be" is replace with

Reference 56

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source=pdf_text observed=2026-08-07T12:59:26.973562Z digest=sha256:ab2b19a08e4d544a1bfd9b54d8abebf4b7c9bcd2d47a626c27cea5c066e6bdff

Observation 30ac59cc-7920-4ada-8d77-b2e57f6cceb1 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-07T12:59:27.030998Z digest=sha256:6ce13f353d07ff5fd0794b54768275a39900ed908f0d4de373d9414fd4afe18b

Observation d0565783-dcda-4219-acc0-5c6007727da4 · outbound

This paper cites an unresolved cited work.

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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source=pdf_text observed=2026-08-07T12:59:27.086258Z digest=sha256:f5176d9ef0c7dbbb16590fdf990446cd88baebcdbf8f0e756f1b70ccb6935f10

Observation e271a5e9-b6aa-43d6-add7-1c9afd96eaef · outbound

This paper cites Ensure that each language has atleast 1 foreign phrase.

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

Reference 60

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source=pdf_text observed=2026-08-07T12:59:27.198739Z digest=sha256:f28ba48e31aac0ae76527bf800ba97c8c6d85bbe33fe4022d291833c33def2bc

Observation 9fa272ac-c5d6-4d88-a2a7-0d86d180d2e5 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-07T12:59:27.292209Z digest=sha256:1101cca66ac2a943052c0d625c0e018db841229e425f05b30d80d67f7e1842c8

Observation 6d9746e4-2927-4936-8bbf-8ee8475a7442 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-07T12:59:27.467276Z digest=sha256:21d5f41ba4fe3b27058df94c5ee019870c56ded431b75d46d50f5228c3792a77

Observation 32ad117d-61fc-4d78-b296-27be04880419 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-07T12:59:27.624271Z digest=sha256:b83ae509cc0034cb6297d252e1210cbf6942e2195e04a21c34106fd4dc717c3e

Observation f40ed726-ba8b-45af-805f-3cc8f18be4aa · outbound

This paper cites an unresolved cited work.

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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source=pdf_text observed=2026-08-07T12:59:27.745718Z digest=sha256:6012758edc106e449263a92e8d12d96024f491ad42b02858227071ce35093371

Observation 41121d68-b659-4905-bf8d-54906bef987f · outbound

This paper cites All foreign words **MUST** not be duplicated.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge All foreign words **MUST** not be duplicated

Reference 65

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source=pdf_text observed=2026-08-07T12:59:27.894566Z digest=sha256:977d76f8c7bcca8e1a869e1d8cddf4b17071077b71c4162f9798992a50abf52a

Observation 243e118a-0065-476d-a402-873f629b6994 · outbound

This paper cites 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**.

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**

Reference 67

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source=pdf_text observed=2026-08-07T12:59:28.177302Z digest=sha256:15bb67279ed9412ccc95b78d34e62914efa2e702b9dbd36edf4216b39fe3e0e2

Observation b38f60da-9773-4580-ae79-7661842875cf · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 68

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source=pdf_text observed=2026-08-07T12:59:28.285440Z digest=sha256:f7c0800ab8ca8a25d6508acd08fcdf0aa66dabeddb8268e1422d4933f07fb23e

Observation c5c6a5f0-cdff-4316-b5ad-f9ef20036179 · outbound

This paper cites misc" field, add a new key.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge misc" field, add a new key

Reference 69

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source=pdf_text observed=2026-08-07T12:59:28.432064Z digest=sha256:1037c0a639b601db5d68372aa60d239981bd0a790ddc63f4e3218eea13aac9cc

Observation c4834ec5-e4ba-42db-8704-0cabcaed7b8c · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-07T12:59:28.565040Z digest=sha256:fa24641023bac77c9d869fc52fc97de641681edd3b2ce7c3e788e0482719bcf1

Observation ec22d491-1d67-4d98-9418-2ff6adef3e98 · outbound

This paper cites an unresolved cited work.

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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no resolver link, observed 2026-08-07T12:59:28.727127Z

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source=pdf_text observed=2026-08-07T12:59:28.727127Z digest=sha256:e6db6a00922ebddb30609c05df813d81e7f50cad90c4bd15ae2760628abfa4f0

Observation e601e8ff-beab-40e2-add8-1d56f1b3cf40 · outbound

This paper cites Mention how this **DOES NOT** make the text syntactically awkward.

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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source=pdf_text observed=2026-08-07T12:59:28.874003Z digest=sha256:4a3640639f513ad9faa73c38bf75a89d4e5e37027caf3e413fea630e0a801c2b

Observation 88da4798-9a24-4e77-b28a-468d9cd03249 · outbound

This paper cites **For Approach 2, state the original short phrase, the absorbed English words, and the resulting longer foreign segment with its word count.**.

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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source=pdf_text observed=2026-08-07T12:59:28.949777Z digest=sha256:8c543189ac694fd5d66250cf3f5dea7cbafc8a1f55af88507c63961e18970653

Observation 169fe26c-aa56-422b-9329-90c2919897ea · outbound

This paper cites **For Approach 2, emphasize the challenge of sustained foreign language synthesis and grammatical integration.**.

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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source=pdf_text observed=2026-08-07T12:59:29.040989Z digest=sha256:3cbf93254283f67400fc8962c883c656e7aad021727acadb2ebda4f6e1c3300c

Observation 4540adda-36e9-4873-a938-1a8ab66ec053 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 75

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source=pdf_text observed=2026-08-07T12:59:29.136251Z digest=sha256:bb88f71945d2b11a96763a23ca01ce375f6687fadd765b99e44ad4c84798bc8e

Observation 8332f690-7b54-4320-92fa-122401ab0c7f · outbound

This paper cites 7.2 Restructure, paraphrase and edit the text grammatically to ensure **NO AWKWARDNESS** in the text.

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

Reference 76

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source=pdf_text observed=2026-08-07T12:59:29.222566Z digest=sha256:81c1640e7f9dc9bb7a9f23735e9c2280021f3e1d8dbb89f00483ac51cb427b87

Observation 9e3f6aee-df8c-49ac-923a-65d3d8e5cf25 · outbound

This paper cites "" A.3 Category 3: Paralinguistics Figure 7: Example depth-refinement for paralinguisitcs category. Starting with just one cue.

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

Reference 77

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source=pdf_text observed=2026-08-07T12:59:29.362145Z digest=sha256:5db1d4348871b270d57e436ea13a39aa62c0b1643fe02879aa551ae9f1a44ed5

Observation 09ca8552-41f1-4f9b-8b42-8d6c5dabbd12 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 78

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source=pdf_text observed=2026-08-07T12:59:29.467472Z digest=sha256:cf89a88b4f1ad0ff362a8cb16f0fa5c71ddd74c1856bcaf0d7192f73ec03ed25

Observation 6a6cf1f2-b8eb-4453-af8e-d5469828e5c8 · outbound

This paper cites Uh", "Uhmm.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Uh", "Uhmm

Reference 79

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source=pdf_text observed=2026-08-07T12:59:29.571387Z digest=sha256:e20e0e2fb2e48f66cffd4df1cc84ec5dc209c341dc12ec427078fe3106fd2dd3

Observation 8b59f380-e9cc-4dce-a65f-d4e0a0a5b720 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 81

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source=pdf_text observed=2026-08-07T12:59:29.813008Z digest=sha256:911293e1dba7c3be4519a2ccceab5e85b4a8e1425fc6822abec38e1e2ba232b4

Observation d357c59a-ccb0-4335-9dd4-cb0afbb05791 · outbound

This paper cites These should be sounds that humans can produce well based on the textual cue.**.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge These should be sounds that humans can produce well based on the textual cue.**

Reference 82

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source=pdf_text observed=2026-08-07T12:59:29.957462Z digest=sha256:a22a46c4fbc3cebeadadd2c9944a9aac288567e34c9727c2dbc2215176bc003c

Observation 8cdd50da-ab9f-44c1-8672-78dca6eef352 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 83

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source=pdf_text observed=2026-08-07T12:59:30.031457Z digest=sha256:2e1747a8c37db8d8ac3ee59e0ca6a87ead663c8b6149b878fc04ee84d173e5d9

Observation 4ab87708-898f-4623-8e0d-a537c1033c9a · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 84

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source=pdf_text observed=2026-08-07T12:59:30.094257Z digest=sha256:556692e8a96b173cc9af671a18e865f0fd5e77626fd4bf1a58376a102bd70b06

Observation 2d0f7291-9fda-437e-8624-9a06a4eb00cd · outbound

This paper cites "" You are tasked with enhancing the paralinguistic complexity of the provided ** text_to_synthesize**, which belongs to the.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge "" You are tasked with enhancing the paralinguistic complexity of the provided ** text_to_synthesize**, which belongs to the

Reference 85

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source=pdf_text observed=2026-08-07T12:59:30.225119Z digest=sha256:b3f6371f2e2cd3fd249769eb6d66af465184d56fe6ccf93397b85578f82c91e4

Observation 8d9ce7d6-1488-4ebb-b0fc-bb48fa7f0e23 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 86

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source=pdf_text observed=2026-08-07T12:59:30.364305Z digest=sha256:d9efc11e97e2bb1f86ee4bad52bc61727cf86564ff1656415048efee86370b16

Observation 24727f29-47b2-46a7-9a93-1d568378acf1 · outbound

This paper cites Wow !",.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Wow !",

Reference 87

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source=pdf_text observed=2026-08-07T12:59:30.487507Z digest=sha256:1ccf27f4665751e454abe7b96eb2c95eddc66bdb0d920cb193b7016c7f08674d

Observation f03cf393-e0c0-4fbf-b2ab-151d1e96b2f5 · outbound

This paper cites Focus only on cues the TTS would encounter in the direct text-to-be- synthesized.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Focus only on cues the TTS would encounter in the direct text-to-be- synthesized

Reference 88

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source=pdf_text observed=2026-08-07T12:59:30.594796Z digest=sha256:c4753526daa1f22a87d9c3fc7f743e1d0057108825b96122c12219fbdaa6f036

Observation 28520f57-556c-463f-b365-b4c7c009dcc3 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 89

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source=pdf_text observed=2026-08-07T12:59:30.704923Z digest=sha256:1f6f8220e0690b2db7f03194215cfa64508c514575a8c70539de716fe18c67a1

Observation 5c44beae-ec06-48a0-b417-c6bb3026b638 · outbound

This paper cites * It must **NOT** sound forced, nonsensical, overly exaggerated beyond plausibility, or contain cues that contradict each other.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge * It must **NOT** sound forced, nonsensical, overly exaggerated beyond plausibility, or contain cues that contradict each other

Reference 90

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source=pdf_text observed=2026-08-07T12:59:30.808239Z digest=sha256:6ba1d10dc33c36948583f82a0d80019c95b36d70903b19454f2af1ad28f123c6

Observation e49f29be-416b-4239-8ebb-3234e85c6faa · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 91

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source=pdf_text observed=2026-08-07T12:59:30.930508Z digest=sha256:833fdf56bf047e2961363ab71bac6edabcdce317e7e37b13e337baa8a295da21

Observation bd5f39c7-82a0-47e5-b052-e528720b64c1 · outbound

This paper cites You can choose to add one or two cues.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge You can choose to add one or two cues

Reference 92

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source=pdf_text observed=2026-08-07T12:59:31.014314Z digest=sha256:e7b7101227a071e5cfb82169a4fd5e01dfce6184cd4a015de596cd626f961fc4

Observation 1858efc9-911b-4ab5-b37c-765be498ba55 · outbound

This paper cites Novel cues are preferred but not required.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Novel cues are preferred but not required

Reference 93

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source=pdf_text observed=2026-08-07T12:59:31.102992Z digest=sha256:44c9e5c46ff949cd4af959b7af3b132bf247d1a32bd1e96be26508fd1724a957

Observation f67d7969-9178-494d-9f0b-9aaccde3ca9e · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 94

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source=pdf_text observed=2026-08-07T12:59:31.254564Z digest=sha256:031343e3b830db6e112e397f673ab64ffe0685858350444bd31218086172ee58

Observation be46df3a-8210-4036-b6ff-fe2477a8631e · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 95

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source=pdf_text observed=2026-08-07T12:59:31.348771Z digest=sha256:5cd2514e330fda17ce46dcdb9f20729546667b7aae43748a6c45f78d7e5e5db2

Observation 6d52ea3c-92b3-462d-bfe4-ed5cf0beed83 · outbound

This paper cites Emotions.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Emotions

Reference 96

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source=pdf_text observed=2026-08-07T12:59:31.455382Z digest=sha256:4c531a5bade2e4fa148e2a98b888f67ffb7deb11a369fbea83d994332aec902b

Observation e63bf173-1c7e-4182-8758-33248d42e2ba · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 97

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source=pdf_text observed=2026-08-07T12:59:31.525274Z digest=sha256:4ecae726935046e16d525f1e397c43c7f053b4d534bc7ae7874af4681d48dd3f

Observation 9031e647-fa41-4c74-b652-45290ba6fafc · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 98

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source=pdf_text observed=2026-08-07T12:59:31.621426Z digest=sha256:9d19fd986791ce1c605084c6630295bd5e87e402df00fc69581a78a4ae9e8b6b

Observation ae44ed3c-3996-4870-989b-19228291633b · outbound

This paper cites 24 The main goals for the set are:.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge 24 The main goals for the set are:

Reference 99

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source=pdf_text observed=2026-08-07T12:59:31.721052Z digest=sha256:c5baad4b60f767ea02d011aa29f2937b8b83df056847f623eae36968fc2b44d7

Observation 379279bb-1331-4267-a387-cb229366b3d3 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 100

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source=pdf_text observed=2026-08-07T12:59:31.890385Z digest=sha256:b6876f0e18e6de7f2979977c88a41ed86b14cc662cd892ef738a9644daf75514

Observation bdb7ddf5-6f8b-430b-9cbb-9497568f9ca8 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 101

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source=pdf_text observed=2026-08-07T12:59:32.018235Z digest=sha256:8e1a673040e2ee67b5ea1bf093bfd68c7878e9a6316695e5717402aeabdf6414

Observation 5c323fcf-5f3e-4d01-a271-85252a4d8d4c · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 102

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source=pdf_text observed=2026-08-07T12:59:32.134190Z digest=sha256:dadb702b0e3e5850c5e29b986773f97705edfee7796004e0bf9a02b9af250e5c

Observation 9a3c38c9-0dcb-44fd-b6f1-0be4796b789b · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 103

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source=pdf_text observed=2026-08-07T12:59:32.308858Z digest=sha256:89869e6f48727608f89618088f6e5e1fad3e17978361859e930ebc52a54d897b

Observation 9f6c2e27-0f66-4f69-8bd8-ec35d2275932 · outbound

This paper cites an unresolved cited work.

EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge Unresolved cited work

Reference 104

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source=pdf_text observed=2026-08-07T12:59:32.450042Z digest=sha256:fb4fdc68ce1bcf00e5e63d5974473bc618905646b015a8e64a814f10c8c3ddd8

Pith citing papers

Observation 1720360c-be05-4b3c-8acb-315ef8069e53 · inbound

A Survey of Automatic Evaluation Methods on Text, Visual and Speech Generations cites this paper.

A Survey of Automatic Evaluation Methods on Text, Visual and Speech Generations EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge

Reference 252

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source=pdf_text observed=2026-08-07T10:17:47.141942Z digest=sha256:4868eefa1da465c8c09a89c1b488b526ee135b14fd3a3be6569bfab5e1779988

Observation 493cbbe6-407d-4264-9cb9-17e1b0a7a46d · inbound

JWB-DH-V1: Benchmark for Joint Whole-Body Talking Avatar and Speech Generation Version 1 cites this paper.

JWB-DH-V1: Benchmark for Joint Whole-Body Talking Avatar and Speech Generation Version 1 EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge

Reference 22

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source=pdf_text observed=2026-08-06T13:07:28.375424Z digest=sha256:05122e8c65a1ef34a71e8e2d14066b2de465fc99c4df3761fff032648ef33f6c

Observation d0e91133-3db1-4960-854b-26a42633524b · inbound

MINT-Bench: A Comprehensive Multilingual Benchmark for Instruction-Following Text-to-Speech cites this paper.

MINT-Bench: A Comprehensive Multilingual Benchmark for Instruction-Following Text-to-Speech EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge

Reference 24

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arxiv_id, observed 2026-05-10T04:04:47.233152Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T04:03:38.919545Z digest=sha256:66ad8d395deee799039042882a709876a6b71d0113edded235be5a47eb4fc466

Observation 47f0cad7-3779-472f-9023-bb7ba3939043 · inbound

LuxEmo: Expressive Text-to-Speech Corpus for Luxembourgish cites this paper.

LuxEmo: Expressive Text-to-Speech Corpus for Luxembourgish EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge

Reference 39

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arxiv_id, observed 2026-07-01T10:15:45.044627Z

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source=pdf_text observed=2026-07-01T05:38:16.224617Z digest=sha256:ab06bd35f08827be0ae648a6713b7f31fa7c702d2936c27042ddafa661e564a3

Observation d07e2531-2480-4c73-9dc0-07dc61c8b4c1 · inbound

LuxEmo: Expressive Text-to-Speech Corpus for Luxembourgish cites this paper.

LuxEmo: Expressive Text-to-Speech Corpus for Luxembourgish EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge

Reference 40

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arxiv_id, observed 2026-07-03T21:58:58.317517Z

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source=pdf_text observed=2026-07-03T21:56:41.303269Z digest=sha256:f6d2b64c32107b4f621af2c0ba60cd5771c0c38e78f5264075096f304186c896

Observation 15e196c1-fbef-4c31-8ffd-053bb8c9b494 · inbound

RW-Voice-EQ Bench: A Real World Benchmark for Evaluating Voice AI Systems cites this paper.

RW-Voice-EQ Bench: A Real World Benchmark for Evaluating Voice AI Systems EmergentTTS-Eval: Evaluating TTS Models on Complex Prosodic, Expressiveness, and Linguistic Challenges Using Model-as-a-Judge

Reference 17

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source=pdf_text observed=2026-08-02T00:57:37.747884Z digest=sha256:d654ccfa21b61aa2220bbb904c3e86e8912e189341636159baab804798ab1f3e