Paper Citation Record · LEDGER

Overview of the Amphion Toolkit (v0.2)

As of 14 August 2026, this Paper Citation Record lists 100 of 150 outbound references and 4 inbound Pith citation observations for arXiv:2501.15442.

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

pith.paper-citation-record.v1
2501.15442 v2

Coverage vector

measured 100 of 150 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:21:56.940453Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:26:19.327889Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T11:45:47.119925Z

Reference resolution

100 of 150 outbound references displayed

verified exact0
verified fuzzy3
unresolved97
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9fb8894c-94b5-4523-a1a4-14a7563ad28b · outbound

This paper cites GPT-4 Technical Report.

Overview of the Amphion Toolkit (v0.2) GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.664753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9233c72d-7318-445b-bbe7-98b22bc823a2 · outbound

This paper cites Powerset Multi-class Cross Entropy Loss for Neural Speaker Diarization.

Overview of the Amphion Toolkit (v0.2) Powerset Multi-class Cross Entropy Loss for Neural Speaker Diarization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.669353Z

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Observation 6e954cec-5b6b-4a73-95fd-468bc96c2cb1 · outbound

This paper cites Seed-TTS: A Family of High-Quality Versatile Speech Generation Models.

Overview of the Amphion Toolkit (v0.2) Seed-TTS: A Family of High-Quality Versatile Speech Generation Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.672064Z

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Observation 032b69dd-de93-4a3c-b326-18a55af66f2f · outbound

This paper cites Sd-eval: A benchmark dataset for spoken dialogue understand- ing beyond words.

Overview of the Amphion Toolkit (v0.2) Sd-eval: A benchmark dataset for spoken dialogue understand- ing beyond words

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.676180Z

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Observation f20de216-c0fa-4ae2-9415-b9ade29e7593 · outbound

This paper cites Common Voice: A Massively-Multilingual Speech Corpus.

Overview of the Amphion Toolkit (v0.2) Common Voice: A Massively-Multilingual Speech Corpus

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.679058Z

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Observation 1136f15b-1eb4-43a5-9430-4b4e1ecbcb12 · outbound

This paper cites Wav2vec 2.0: A framework for self-supervised learning of speech representations.

Overview of the Amphion Toolkit (v0.2) Wav2vec 2.0: A framework for self-supervised learning of speech representations

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.682705Z

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Observation 688d8dcb-6d35-44b8-8bb4-1aedb81c7778 · outbound

This paper cites METEOR: An automatic metric for MT evaluation with improved correlation with human judgments.

Overview of the Amphion Toolkit (v0.2) METEOR: An automatic metric for MT evaluation with improved correlation with human judgments

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.686284Z

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Observation 5661bae0-aca0-45ef-952a-39ebd08de0fa · outbound

This paper cites SoundStorm: Efficient Parallel Audio Generation.

Overview of the Amphion Toolkit (v0.2) SoundStorm: Efficient Parallel Audio Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.688812Z

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Observation f5e20aa3-9ce1-40da-9fdf-3916d0d7fb11 · outbound

This paper cites AudioLM: A Language Modeling Approach to Audio Generation.

Overview of the Amphion Toolkit (v0.2) AudioLM: A Language Modeling Approach to Audio Generation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.691517Z

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Observation 26be6c64-0534-4b4b-a87e-3cb69bf44c24 · outbound

This paper cites Data augmentation and loss normalization for deep noise suppression.

Overview of the Amphion Toolkit (v0.2) Data augmentation and loss normalization for deep noise suppression

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.694127Z

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Observation ce52798e-64eb-4523-8620-78f139ec9098 · outbound

This paper cites pyannote.audio 2.1 speaker diarization pipeline: principle, benchmark, and recipe.

Overview of the Amphion Toolkit (v0.2) pyannote.audio 2.1 speaker diarization pipeline: principle, benchmark, and recipe

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.697092Z

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Observation 1be097d8-abe8-47d7-a462-1244fe0e9379 · outbound

This paper cites Maskgit: Masked generative image transformer.

Overview of the Amphion Toolkit (v0.2) Maskgit: Masked generative image transformer

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.699996Z

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Observation 8abaa3f6-38f5-4bd5-bcd8-ea540c1fb82d · outbound

This paper cites Gigaspeech: An evolving, multi-domain ASR corpus with 10, 000 hours of transcribed audio.

Overview of the Amphion Toolkit (v0.2) Gigaspeech: An evolving, multi-domain ASR corpus with 10, 000 hours of transcribed audio

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.702701Z

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Observation 4a63c61f-543a-49c8-a523-d3a49e22b287 · outbound

This paper cites Wavlm: Large-scale self-supervised pre-training for full stack speech processing.

Overview of the Amphion Toolkit (v0.2) Wavlm: Large-scale self-supervised pre-training for full stack speech processing

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.705348Z

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Observation 25d91c24-3010-4728-88c7-82ed1d181b0c · outbound

This paper cites Qwen2-Audio Technical Report.

Overview of the Amphion Toolkit (v0.2) Qwen2-Audio Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.708233Z

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Observation 0d4fddf2-f978-4b66-9acb-64778e5b95f1 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Overview of the Amphion Toolkit (v0.2) Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.711506Z

Source-reported events for the cited work

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Observation 0e3ebb6d-94a5-48f9-bbc1-35b26dbb6386 · outbound

This paper cites Simple and controllable music generation.

Overview of the Amphion Toolkit (v0.2) Simple and controllable music generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.714682Z

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Observation e4909080-fe5a-4c88-aa4c-a781a86325a4 · outbound

This paper cites Librimix: An open-source dataset for generalizable speech separation, 2020.

Overview of the Amphion Toolkit (v0.2) Librimix: An open-source dataset for generalizable speech separation, 2020

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.717556Z

Source-reported events for the cited work

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Observation 18a403e8-054d-4017-9905-cca3b1f37f8c · outbound

This paper cites Overview of the 2023 icassp sp clarity challenge: Speech enhancement for hearing aids.

Overview of the Amphion Toolkit (v0.2) Overview of the 2023 icassp sp clarity challenge: Speech enhancement for hearing aids

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.720088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe5c9afc-8d95-457f-b74f-a82f72f7f2cb · outbound

This paper cites Moshi: a speech-text foundation model for real-time dialogue.

Overview of the Amphion Toolkit (v0.2) Moshi: a speech-text foundation model for real-time dialogue

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.722997Z

Source-reported events for the cited work

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Observation 65ccbcd5-bc1d-4004-a135-99fa31108b3b · outbound

This paper cites Real time speech enhancement in the waveform domain.

Overview of the Amphion Toolkit (v0.2) Real time speech enhancement in the waveform domain

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.726307Z

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Unavailable: canonical work link unavailable.

Observation 0f3c0e4f-b8e6-4c5d-ada2-41b889e16743 · outbound

This paper cites The ncte transcripts: A dataset of elementary math classroom transcripts.

Overview of the Amphion Toolkit (v0.2) The ncte transcripts: A dataset of elementary math classroom transcripts

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.728929Z

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Observation 7269c64f-6c19-4c72-9841-efe3467e1a05 · outbound

This paper cites Pengi: An audio language model for audio tasks.

Overview of the Amphion Toolkit (v0.2) Pengi: An audio language model for audio tasks

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.731481Z

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Observation f2b59e0b-f70f-4619-b884-a011376618fd · outbound

This paper cites BERT: pre-training of deep bidirectional transformers for language understanding.

Overview of the Amphion Toolkit (v0.2) BERT: pre-training of deep bidirectional transformers for language understanding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.734023Z

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Observation e92f1155-03a1-4184-a47e-7bf04eac8021 · outbound

This paper cites Exploring speech enhancement with generative adversarial networks for robust speech recognition.

Overview of the Amphion Toolkit (v0.2) Exploring speech enhancement with generative adversarial networks for robust speech recognition

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.736555Z

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Observation d7cbc66a-d73e-4557-a2a3-08c99735048a · outbound

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

Overview of the Amphion Toolkit (v0.2) Cosyvoice: A scalable multilingual zero-shot text-to-speech synthesizer based on supervised semantic tokens, 2024

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.739122Z

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Observation a814e7ce-67c7-4743-bf9c-e206f38bb230 · outbound

This paper cites High Fidelity Neural Audio Compression.

Overview of the Amphion Toolkit (v0.2) High Fidelity Neural Audio Compression

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.741411Z

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Observation cf10d203-f963-45d5-a399-8fdafed36048 · outbound

This paper cites Introduction to audio data, 2025.

Overview of the Amphion Toolkit (v0.2) Introduction to audio data, 2025

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.743913Z

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Observation 8e87a630-419f-452a-9a12-fb6acc2db29f · outbound

This paper cites Super-scotus: A multi- sourced dataset for the supreme court of the us.

Overview of the Amphion Toolkit (v0.2) Super-scotus: A multi- sourced dataset for the supreme court of the us

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.746599Z

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Observation 2b0625f8-1a5c-4afe-88c1-573aebba36b8 · outbound

This paper cites LLaMA-Omni: Seamless Speech Interaction with Large Language Models.

Overview of the Amphion Toolkit (v0.2) LLaMA-Omni: Seamless Speech Interaction with Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.749133Z

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Observation f7d37e2e-d5cb-4911-88fd-5825de27fe83 · outbound

This paper cites Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model.

Overview of the Amphion Toolkit (v0.2) Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.752505Z

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Observation 61454f8a-6c84-4c56-9390-336464a314b1 · outbound

This paper cites Liu, Leonid Karlinsky, and James R.

Overview of the Amphion Toolkit (v0.2) Liu, Leonid Karlinsky, and James R

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.755993Z

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Observation f7f833b2-cd6c-4116-a82e-8d36dfa621e4 · outbound

This paper cites Multi-scale sub-band constant-q transform discriminator for high-fidelity vocoder.

Overview of the Amphion Toolkit (v0.2) Multi-scale sub-band constant-q transform discriminator for high-fidelity vocoder

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.758548Z

Source-reported events for the cited work

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Observation 31794911-d5a6-49c4-9034-5a5b781d7844 · outbound

This paper cites Conformer: Convolution- augmented transformer for speech recognition.

Overview of the Amphion Toolkit (v0.2) Conformer: Convolution- augmented transformer for speech recognition

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.761260Z

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Observation 405f8fce-1278-4214-b2b5-4009a4c5dfde · outbound

This paper cites FireRedTTS: A Foundation Text-To-Speech Framework for Industry-Level Generative Speech Applications.

Overview of the Amphion Toolkit (v0.2) FireRedTTS: A Foundation Text-To-Speech Framework for Industry-Level Generative Speech Applications

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.764205Z

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Observation c48b55f6-9957-4b36-b49d-8c15668fad55 · outbound

This paper cites Emilia: An extensive, multilingual, and diverse speech dataset for large-scale speech generation.

Overview of the Amphion Toolkit (v0.2) Emilia: An extensive, multilingual, and diverse speech dataset for large-scale speech generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.767466Z

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Observation 3570b13a-c15e-46ec-af69-4eae64aaa75c · outbound

This paper cites Noro: Noise-Robust One-shot Voice Conversion with Hidden Speaker Representation Learning.

Overview of the Amphion Toolkit (v0.2) Noro: Noise-Robust One-shot Voice Conversion with Hidden Speaker Representation Learning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.770180Z

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Observation bd7ea5f8-283f-4c19-9d8b-b92432394cba · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Overview of the Amphion Toolkit (v0.2) Gaussian Error Linear Units (GELUs)

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.773121Z

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Observation d08adf07-3e93-4824-802d-47f53c0c4102 · outbound

This paper cites Denoising diffusion probabilistic models.

Overview of the Amphion Toolkit (v0.2) Denoising diffusion probabilistic models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.776184Z

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Observation 97633959-b0ba-49be-a899-40fa4a94d72e · outbound

This paper cites Hubert: Self-supervised speech representation learning by masked prediction of hidden units.

Overview of the Amphion Toolkit (v0.2) Hubert: Self-supervised speech representation learning by masked prediction of hidden units

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.778941Z

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Observation 46b82778-5d37-4368-9455-c69442a9b454 · outbound

This paper cites WavLLM: Towards Robust and Adaptive Speech Large Language Model.

Overview of the Amphion Toolkit (v0.2) WavLLM: Towards Robust and Adaptive Speech Large Language Model

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.781684Z

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Observation 5dc29f4e-4bf9-4c3a-9ca8-87c654f2be6b · outbound

This paper cites The singing voice conversion challenge 2023.

Overview of the Amphion Toolkit (v0.2) The singing voice conversion challenge 2023

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.784989Z

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Observation 7bd97b3b-1cbb-42f1-be7f-75c68711ab92 · outbound

This paper cites Debatts: Zero-shot debating text-to-speech synthesis, 2024.

Overview of the Amphion Toolkit (v0.2) Debatts: Zero-shot debating text-to-speech synthesis, 2024

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.787173Z

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Observation 23025484-369e-46e7-adcf-e8480f20a8a6 · outbound

This paper cites Repcodec: A speech representation codec for speech tokenization, 2024.

Overview of the Amphion Toolkit (v0.2) Repcodec: A speech representation codec for speech tokenization, 2024

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.789486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4517ac67-2e6b-4774-bab2-2db7892ac8a5 · outbound

This paper cites The lj speech dataset.

Overview of the Amphion Toolkit (v0.2) The lj speech dataset

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.791767Z

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Observation e7438ec5-f919-4fca-b9e2-c60e45301ba5 · outbound

This paper cites Naturalspeech 3: Zero-shot speech synthesis with factorized codec and diffusion models.

Overview of the Amphion Toolkit (v0.2) Naturalspeech 3: Zero-shot speech synthesis with factorized codec and diffusion models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.794848Z

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Observation 815bf137-36a6-411e-9f2d-bb98746a11de · outbound

This paper cites AASIST: Audio Anti-Spoofing Using Integrated Spectro- Temporal Graph Attention Networks.

Overview of the Amphion Toolkit (v0.2) AASIST: Audio Anti-Spoofing Using Integrated Spectro- Temporal Graph Attention Networks

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.798397Z

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Observation be519a90-6c3f-4f22-9f83-28eafb974ad8 · outbound

This paper cites Libri-light: A benchmark for ASR with limited or no supervision.

Overview of the Amphion Toolkit (v0.2) Libri-light: A benchmark for ASR with limited or no supervision

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.800834Z

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Observation d92074a6-22a3-4d9a-9706-27ef687f3323 · outbound

This paper cites Librivox: Free public domain audiobooks.

Overview of the Amphion Toolkit (v0.2) Librivox: Free public domain audiobooks

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.804065Z

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Observation 586b9c88-8913-45f8-9926-b97032ee208d · outbound

This paper cites Fréchet audio distance: A reference-free metric for evaluating music enhancement algorithms.

Overview of the Amphion Toolkit (v0.2) Fréchet audio distance: A reference-free metric for evaluating music enhancement algorithms

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.807463Z

Source-reported events for the cited work

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Observation 5050ad88-c8e4-492b-a097-9bbdc02eaeff · outbound

This paper cites Hifi-gan: generative adversarial networks for efficient and high fidelity speech synthesis.

Overview of the Amphion Toolkit (v0.2) Hifi-gan: generative adversarial networks for efficient and high fidelity speech synthesis

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.810249Z

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Observation 9c6468c7-728e-40b7-bb9a-3b787f908e8c · outbound

This paper cites Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities.

Overview of the Amphion Toolkit (v0.2) Audio Flamingo: A Novel Audio Language Model with Few-Shot Learning and Dialogue Abilities

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.812438Z

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Observation 2d2025e7-fcab-4402-a6a6-d24f779c06d3 · outbound

This paper cites AudioGen: Textually guided audio generation.

Overview of the Amphion Toolkit (v0.2) AudioGen: Textually guided audio generation

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.815009Z

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Observation 698abf5a-afbd-43c5-9f7b-940df9565bd3 · outbound

This paper cites Kumar, P.

Overview of the Amphion Toolkit (v0.2) Kumar, P

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.817661Z

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Observation ae1fe7df-c22c-4a55-bb19-11d2ebc267b4 · outbound

This paper cites V oiceBox: Text-guided Multilingual Universal Speech Generation at Scale.Advances in Neural Information Processing Systems, 36, 2024.

Overview of the Amphion Toolkit (v0.2) V oiceBox: Text-guided Multilingual Universal Speech Generation at Scale.Advances in Neural Information Processing Systems, 36, 2024

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.819883Z

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Observation c80c56d8-2980-4eb1-9bb4-9f80f190ab9f · outbound

This paper cites Textless speech-to-speech translation on real data.

Overview of the Amphion Toolkit (v0.2) Textless speech-to-speech translation on real data

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.822149Z

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Observation 112cb62f-e905-4a89-9c1e-53f76967c6c1 · outbound

This paper cites Bigvgan: A universal neural vocoder with large-scale training.

Overview of the Amphion Toolkit (v0.2) Bigvgan: A universal neural vocoder with large-scale training

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.824471Z

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Unavailable: canonical work link unavailable.

Observation 4c73151f-6e9f-4e2d-b653-dddd8d5697c6 · outbound

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

Overview of the Amphion Toolkit (v0.2) HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech Synthesis

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.827008Z

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Observation dd943c17-751e-4947-9d43-29e526936860 · outbound

This paper cites Storm: A diffusion- based stochastic regeneration model for speech enhancement and dereverberation.

Overview of the Amphion Toolkit (v0.2) Storm: A diffusion- based stochastic regeneration model for speech enhancement and dereverberation

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.829455Z

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Observation 38a957ad-aa67-4582-aca1-9154e7447fb9 · outbound

This paper cites Improved masked image generation with token-critic.

Overview of the Amphion Toolkit (v0.2) Improved masked image generation with token-critic

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.832581Z

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Observation 553ae97f-bfde-4c59-b35b-235c2a236f57 · outbound

This paper cites Espnet- se: End-to-end speech enhancement and separation toolkit designed for asr integration.

Overview of the Amphion Toolkit (v0.2) Espnet- se: End-to-end speech enhancement and separation toolkit designed for asr integration

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.835894Z

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Observation 106a6a93-dd3d-4b49-9ea0-2849d55d6a87 · outbound

This paper cites Investigating neural audio codecs for speech language model-based speech generation.

Overview of the Amphion Toolkit (v0.2) Investigating neural audio codecs for speech language model-based speech generation

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.838266Z

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Observation 928c8276-4e12-4f2d-953c-4abfb09d1e62 · outbound

This paper cites MaskSR: Masked Language Model for Full-band Speech Restoration.

Overview of the Amphion Toolkit (v0.2) MaskSR: Masked Language Model for Full-band Speech Restoration

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.840664Z

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Observation 629dac48-25a1-4db7-895a-0165dad5fdb5 · outbound

This paper cites ROUGE: A package for automatic evaluation of summaries.

Overview of the Amphion Toolkit (v0.2) ROUGE: A package for automatic evaluation of summaries

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.843675Z

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Observation 8d7fe1ae-b39e-425d-b731-a4159e6ff9dc · outbound

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Overview of the Amphion Toolkit (v0.2) Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.846090Z

Source-reported events for the cited work

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Observation 5614432e-54a3-47cb-b24b-806c370c10a0 · outbound

This paper cites Audiosr: Versatile audio super-resolution at scale.

Overview of the Amphion Toolkit (v0.2) Audiosr: Versatile audio super-resolution at scale

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.848535Z

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Observation ad2e3afc-6fa0-46f3-af86-0d2235bcf956 · outbound

This paper cites Mandic, Wenwu Wang, and Mark D.

Overview of the Amphion Toolkit (v0.2) Mandic, Wenwu Wang, and Mark D

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.850991Z

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Observation 751382a5-04aa-4965-81d4-8ccb9b9d786e · outbound

This paper cites VoiceFixer: A Unified Framework for High-Fidelity Speech Restoration.

Overview of the Amphion Toolkit (v0.2) VoiceFixer: A Unified Framework for High-Fidelity Speech Restoration

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.853600Z

Source-reported events for the cited work

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Observation e9daf869-0e4f-421d-84da-6f08dd825df4 · outbound

This paper cites AudioLDM 2: Learning holistic audio generation with self-supervised pretraining.

Overview of the Amphion Toolkit (v0.2) AudioLDM 2: Learning holistic audio generation with self-supervised pretraining

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.856216Z

Source-reported events for the cited work

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Observation 0daa479a-36a8-4d05-9548-85956eaa945e · outbound

This paper cites Spmis: An investigation of synthetic spoken misinformation detection.

Overview of the Amphion Toolkit (v0.2) Spmis: An investigation of synthetic spoken misinformation detection

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.858980Z

Source-reported events for the cited work

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Observation 7a15d40d-4942-49c7-927e-2320b348bbf8 · outbound

This paper cites an unresolved cited work.

Overview of the Amphion Toolkit (v0.2) Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.861389Z

Source-reported events for the cited work

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Observation 8c69d4e2-7363-4e51-9465-699839311db4 · outbound

This paper cites SingVisio: Visual Analytics of Diffusion Model for Singing V oice Conversion.

Overview of the Amphion Toolkit (v0.2) SingVisio: Visual Analytics of Diffusion Model for Singing V oice Conversion

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.863539Z

Source-reported events for the cited work

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Observation 62909fd7-b90a-46aa-a123-24b808a9daba · outbound

This paper cites emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation.

Overview of the Amphion Toolkit (v0.2) emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.866566Z

Source-reported events for the cited work

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Observation d771f84d-4c8b-48ae-87d7-8b2e412e3f38 · outbound

This paper cites emotion2vec: Self-supervised pre-training for speech emotion representation.

Overview of the Amphion Toolkit (v0.2) emotion2vec: Self-supervised pre-training for speech emotion representation

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.869648Z

Source-reported events for the cited work

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Observation 4e083cee-0276-452e-8084-e17077f69460 · outbound

This paper cites WenetSpeech4TTS: A 12,800-hour Mandarin TTS Corpus for Large Speech Generation Model Benchmark.

Overview of the Amphion Toolkit (v0.2) WenetSpeech4TTS: A 12,800-hour Mandarin TTS Corpus for Large Speech Generation Model Benchmark

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.871990Z

Source-reported events for the cited work

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Observation f78c517f-beb7-4566-8cf3-daece1325725 · outbound

This paper cites Good debt or bad debt: Detecting semantic orientations in economic texts.

Overview of the Amphion Toolkit (v0.2) Good debt or bad debt: Detecting semantic orientations in economic texts

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.874228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a5faf88-a32e-412b-b364-f63a82f54698 · outbound

This paper cites Metrics for polyphonic sound event detection.

Overview of the Amphion Toolkit (v0.2) Metrics for polyphonic sound event detection

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.877007Z

Source-reported events for the cited work

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Observation 772a9847-6895-4a12-a802-c361164763e7 · outbound

This paper cites NISQA: A Deep CNN-Self-Attention Model for Multidimensional Speech Quality Prediction with Crowdsourced Datasets.

Overview of the Amphion Toolkit (v0.2) NISQA: A Deep CNN-Self-Attention Model for Multidimensional Speech Quality Prediction with Crowdsourced Datasets

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.879183Z

Source-reported events for the cited work

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Observation be6239ff-6433-45ef-88b9-8b13d5589a94 · outbound

This paper cites An overview of voice conversion systems.

Overview of the Amphion Toolkit (v0.2) An overview of voice conversion systems

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.882423Z

Source-reported events for the cited work

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Observation 1062cb0d-7448-46ff-98f5-c496848d655b · outbound

This paper cites Hansard speeches 1979-2021: Version 3.1.0, May 2021.

Overview of the Amphion Toolkit (v0.2) Hansard speeches 1979-2021: Version 3.1.0, May 2021

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.886037Z

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Observation 3475df66-9183-4e4e-92c4-78fcb57b39e8 · outbound

This paper cites Gpt-4o, 2024.

Overview of the Amphion Toolkit (v0.2) Gpt-4o, 2024

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.889158Z

Source-reported events for the cited work

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Observation 364f2c8b-2a90-4991-aadc-2312150043dc · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

Overview of the Amphion Toolkit (v0.2) Bleu: a method for automatic evaluation of machine translation

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.891618Z

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Observation a8df1c6a-9f23-425f-a70f-6d89282ab138 · outbound

This paper cites Scalable diffusion models with transformers.

Overview of the Amphion Toolkit (v0.2) Scalable diffusion models with transformers

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.893787Z

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Observation 2ee8aea3-97e5-414e-a0a0-ee80d83cfa38 · outbound

This paper cites V oicecraft: Zero-shot speech editing and text-to-speech in the wild.ACL, 2024.

Overview of the Amphion Toolkit (v0.2) V oicecraft: Zero-shot speech editing and text-to-speech in the wild.ACL, 2024

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.896152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fab353a4-e01e-4ab0-be87-7f19a792c114 · outbound

This paper cites Powerset multi-class cross entropy loss for neural speaker diarization.

Overview of the Amphion Toolkit (v0.2) Powerset multi-class cross entropy loss for neural speaker diarization

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.899225Z

Source-reported events for the cited work

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Observation e68ccfaa-670d-4791-95c7-cf8f8cafe421 · outbound

This paper cites MLS: A large-scale multilingual dataset for speech research.

Overview of the Amphion Toolkit (v0.2) MLS: A large-scale multilingual dataset for speech research

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.901830Z

Source-reported events for the cited work

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Observation b6fc6744-af09-4801-b219-6af0621faa9b · outbound

This paper cites Autovc: Zero-shot voice style transfer with only autoencoder loss.

Overview of the Amphion Toolkit (v0.2) Autovc: Zero-shot voice style transfer with only autoencoder loss

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.905232Z

Source-reported events for the cited work

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Observation 658cd23e-3afd-4df8-aec7-15e1ab0dad33 · outbound

This paper cites OpenVoice: Versatile Instant Voice Cloning.

Overview of the Amphion Toolkit (v0.2) OpenVoice: Versatile Instant Voice Cloning

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.907998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8830185-5307-4992-b3b7-562759b70695 · outbound

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

Overview of the Amphion Toolkit (v0.2) Robust speech recognition via large-scale weak supervision

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.910543Z

Source-reported events for the cited work

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Observation 306cfa2c-6713-4be6-af9b-f5eada8dbcd2 · outbound

This paper cites The interspeech 2020 deep noise suppression challenge: Datasets, subjective testing framework, and challenge results.

Overview of the Amphion Toolkit (v0.2) The interspeech 2020 deep noise suppression challenge: Datasets, subjective testing framework, and challenge results

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.913433Z

Source-reported events for the cited work

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Observation a81be4b7-0060-4613-9148-1aa974f936cf · outbound

This paper cites DNSMOS P.835: A Non-intrusive Perceptual Objective Speech Quality Metric to Evaluate Noise Suppressors.

Overview of the Amphion Toolkit (v0.2) DNSMOS P.835: A Non-intrusive Perceptual Objective Speech Quality Metric to Evaluate Noise Suppressors

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.916029Z

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Observation b1e98c69-2bcf-45be-85a6-892097c982be · outbound

This paper cites Speech enhancement and dereverberation with diffusion-based generative models.

Overview of the Amphion Toolkit (v0.2) Speech enhancement and dereverberation with diffusion-based generative models

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:21:57.729870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 24bb73cf-5e5c-452b-8e8d-ea820233e06f · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

Overview of the Amphion Toolkit (v0.2) High-resolution image synthesis with latent diffusion models

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.921691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cd1feb1-b882-4d8c-8e0e-605c54e75617 · outbound

This paper cites SpeechBERTScore: Reference-Aware Automatic Evaluation of Speech Generation Leveraging NLP Evaluation Metrics.

Overview of the Amphion Toolkit (v0.2) SpeechBERTScore: Reference-Aware Automatic Evaluation of Speech Generation Leveraging NLP Evaluation Metrics

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.924127Z

Source-reported events for the cited work

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Observation f167429b-ce25-434e-951c-1977be006263 · outbound

This paper cites Evaluating unsupervised text classification: Zero-shot and similarity-based approaches.

Overview of the Amphion Toolkit (v0.2) Evaluating unsupervised text classification: Zero-shot and similarity-based approaches

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:21:57.717454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6b004366-4aec-4027-a007-7715c7c60ad7 · outbound

This paper cites NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers.

Overview of the Amphion Toolkit (v0.2) NaturalSpeech 2: Latent Diffusion Models are Natural and Zero-Shot Speech and Singing Synthesizers

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.928999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e9e726e-7e2a-42f3-98dd-581de78ff745 · outbound

This paper cites An overview of voice conversion and its challenges: From statistical modeling to deep learning.

Overview of the Amphion Toolkit (v0.2) An overview of voice conversion and its challenges: From statistical modeling to deep learning

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:21:57.709301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4ae5d636-4c8e-49bc-a738-07d449a545d6 · outbound

This paper cites an unresolved cited work.

Overview of the Amphion Toolkit (v0.2) Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-08-10T14:21:57.701060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6b9fd21b-7514-4948-8813-2015322df657 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

Overview of the Amphion Toolkit (v0.2) Score-Based Generative Modeling through Stochastic Differential Equations

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.937957Z

Source-reported events for the cited work

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Observation 44d61262-95fb-4c55-8672-d87041da05c4 · outbound

This paper cites Roformer: Enhanced transformer with rotary position embedding.

Overview of the Amphion Toolkit (v0.2) Roformer: Enhanced transformer with rotary position embedding

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-10T14:21:56.940453Z

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Pith citing papers

Observation d4d9660f-dee0-4fd3-836c-94376ab66820 · inbound

Vevo: Controllable Zero-Shot Voice Imitation with Self-Supervised Disentanglement cites this paper.

Vevo: Controllable Zero-Shot Voice Imitation with Self-Supervised Disentanglement Overview of the Amphion Toolkit (v0.2)

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-08T13:26:19.327889Z

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Observation 8598f5e2-524d-4196-afb4-8750e7a734b9 · inbound

Zero-Shot Text-to-Speech for Vietnamese cites this paper.

Zero-Shot Text-to-Speech for Vietnamese Overview of the Amphion Toolkit (v0.2)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:50:04.356814Z

Source-reported events for the cited work

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Observation 57e53a4d-8694-414f-81ca-a15a61e36d7c · inbound

FlexiSLM: A Dynamic and Controllable Frame Rate Spoken Language Model cites this paper.

FlexiSLM: A Dynamic and Controllable Frame Rate Spoken Language Model Overview of the Amphion Toolkit (v0.2)

Reference 85

Resolution: verified exact; arxiv_id, observed 2026-07-01T11:45:47.122493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 81f71f1e-67c0-4bba-a587-c6a478490971 · inbound

TRACE-EVC: Text-Guided Relative Affective Control for Zero-Shot Emotional Voice Conversion cites this paper.

TRACE-EVC: Text-Guided Relative Affective Control for Zero-Shot Emotional Voice Conversion Overview of the Amphion Toolkit (v0.2)

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-12T00:50:15.291565Z

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Unavailable: canonical work link unavailable.