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Paper Citation Record · LEDGER

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

As of 14 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 15 inbound Pith citation observations for arXiv:2509.06502.

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

pith.paper-citation-record.v1
2509.06502 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T23:33:04.440605Z

measured 55 of 55 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 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:32:48.979492Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

40 of 40 outbound references displayed

  • verified exact1
  • verified fuzzy7
  • unresolved32
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 71433634-9a26-437f-9e75-926ab2296dc2 · outbound

This paper cites Language model can listen while speaking.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Language model can listen while speaking

Reference 1

Resolution
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no resolver link, observed 2026-08-04T23:33:04.250057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.250057Z digest=sha256:aeb3d3ccc4698c991c7b21d601f222e29c0e794ab1187575960b823d10cab60c

Observation d967b855-1997-4bd7-af2c-283bdc1ed2aa · outbound

This paper cites FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.254815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.254815Z digest=sha256:4e4b32e809a9fc64e8316503e600469664b07f1a1bbcec391910f65988dc8075

Observation 856ba448-6ad8-40c7-bde6-79c8d6bdb809 · outbound

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

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Robust speech recognition via large-scale weak supervision

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.259615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.259615Z digest=sha256:5660000eab8ce474ae52c0ef60290cdba0f414d88183836ee0beb46b5842f20a

Observation 31617b23-ce73-4fa1-85ec-f0d1fbfcdf64 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations LLaMA: Open and Efficient Foundation Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.264673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.264673Z digest=sha256:548ab846b4ada1f35287df2eb2fa7dfc8819d0316857523c36ed22601cd4680a

Observation 36e08717-022c-4c7d-8470-a4858e4c9170 · outbound

This paper cites PaLM 2 Technical Report.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations PaLM 2 Technical Report

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.269751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.269751Z digest=sha256:650fea95cd48ef7ec3d8be79594ba86bf7997a9ca3bf742e5184df346d52c443

Observation 24b82739-7c96-4de2-8139-9933c238c640 · outbound

This paper cites Palm: Scaling language modeling with pathways.Journal of Machine Learning Research, 24(240):1– 113, 2023.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Palm: Scaling language modeling with pathways.Journal of Machine Learning Research, 24(240):1– 113, 2023

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T23:33:05.125579Z

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.

source=pdf_text observed=2026-08-04T23:33:04.274465Z digest=sha256:60063e7d570d5d36f8530db7cd38575a2588bbdbcd6bef51cf9735d12337af45

Observation 748d9b25-c1de-46f3-9b9a-9470e68a7e22 · outbound

This paper cites Qwen2 Technical Report.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Qwen2 Technical Report

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.280184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.280184Z digest=sha256:c98614b391741a7421092f7f2321d02dd59b45b294c8abf04d1cbfb3af9bab3b

Observation b06dab49-18f0-42dd-926d-a81c4090a579 · outbound

This paper cites Qwen3 Technical Report.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Qwen3 Technical Report

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.284817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.284817Z digest=sha256:5aac5a8a696d0fbbe294f03f44b6a26d4e7b525bb5f7cd94098b60ae1a8a0f1e

Observation dfafd71d-d7a0-4111-ac51-e2955428a5c4 · outbound

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

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations FireRedTTS: A Foundation Text-To-Speech Framework for Industry-Level Generative Speech Applications

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.290230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.290230Z digest=sha256:58511070eeb4ad03fe3578cfc29599b3cc59e538365d1a19ca7483acc105027c

Observation fb92917a-2c22-4077-bdc3-fbce6b7367a6 · outbound

This paper cites FireRedTTS-1S: An Upgraded Streamable Foundation Text-to-Speech System.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations FireRedTTS-1S: An Upgraded Streamable Foundation Text-to-Speech System

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.295185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.295185Z digest=sha256:9276038cf5e5bf2cae5ce8d030f9d9f3c437f169eef679ed86c4dc23faaaa3aa

Observation 77deba1c-ad6d-4bf9-bd45-596e418d04be · outbound

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

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 11

Resolution
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no resolver link, observed 2026-08-04T23:33:04.300272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.300272Z digest=sha256:8b5787a0bcb29c9e6e8ef35eef3f565552f139e6385b4a076b23ca5c7b56f13e

Observation af312011-2a92-4834-9921-60ccf5a856f8 · outbound

This paper cites CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.305017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.305017Z digest=sha256:c390420f68846f995acb5a916aee247ce7cd0b27aa13c2979f596def5e73898e

Observation 1487957e-79ab-4554-a936-39b2e32322a5 · outbound

This paper cites CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.309604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.309604Z digest=sha256:2fec5beccbf268e524d4468a924a337b0746c138ec442d45b07bfc732300edec

Observation 4bcdddd7-3fe6-47af-9e1d-29abea65a4a3 · outbound

This paper cites FireRedTTS-2: Towards Long Conversational Speech Generation for Podcast and Chatbot.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations FireRedTTS-2: Towards Long Conversational Speech Generation for Podcast and Chatbot

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.314045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.314045Z digest=sha256:170aaa58a02d79683334ed313ff7253a94c70f0a86ae76f373dbf1ba92643741

Observation ed82bd03-99df-4374-ac13-3261b28b0f55 · outbound

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

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.318899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.318899Z digest=sha256:6866ec3e4cd9091a6f877a99f457afe3ccd21d15d2c530beb54727757448c991

Observation b4ea8345-9eaf-43e7-94e2-a40807445695 · outbound

This paper cites Qwen2-Audio Technical Report.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Qwen2-Audio Technical Report

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.323245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.323245Z digest=sha256:6e1be6249ca74f299ae3b0b5bd4f6fc11c365bf1eb22c139e608a178d8a42bf2

Observation fdecef75-c7dc-4108-b867-052072978002 · outbound

This paper cites SALMONN: Towards Generic Hearing Abilities for Large Language Models.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations SALMONN: Towards Generic Hearing Abilities for Large Language Models

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.328109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.328109Z digest=sha256:aaf60a76e558ababc9235d7c6da3d5a2038ffa0a543a2ace8852aad64e3c925a

Observation a1191367-3a92-4221-b0c1-3fa130b6395f · outbound

This paper cites On decoder-only architecture for speech-to-text and large language model integration.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations On decoder-only architecture for speech-to-text and large language model integration

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T23:33:05.110428Z

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.

source=pdf_text observed=2026-08-04T23:33:04.332451Z digest=sha256:1f23e6576c19c3d9de6770391acd04da448802ba2e66b27b5cfa5945e2db88d3

Observation 4a79d3b4-ea3f-456d-b918-d4b23008a19a · outbound

This paper cites Midashenglm: Efficient audio understanding with general audio captions.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Midashenglm: Efficient audio understanding with general audio captions

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T23:33:05.095780Z

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.

source=pdf_text observed=2026-08-04T23:33:04.336816Z digest=sha256:b9dff5939faab06f97ed79756b154fd76c0d2a0c361dbe7129fd934da08ffa6a

Observation 57fbd1f0-04d2-4e4f-8e7a-2cd30255b309 · outbound

This paper cites SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations SpeechGPT: Empowering Large Language Models with Intrinsic Cross-Modal Conversational Abilities

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.341502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.341502Z digest=sha256:58afb6f51aca337e7a8231cbc05532ab138d4ecc97bdc1af2383c3d6cdef4af6

Observation 4ac6042f-557b-4108-91ec-10fe944b8558 · outbound

This paper cites LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT

Reference 21

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unresolved
no resolver link, observed 2026-08-04T23:33:04.346067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.346067Z digest=sha256:9746f9fec137ad48cd199c9bb77f8f46c79908253f4cf206f5af4c04a604bc72

Observation 1133596e-709f-40f9-abbc-a587384152ce · outbound

This paper cites Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.351245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.351245Z digest=sha256:339eac560656f6feaa0bc9cced9e27c0fbac8c4552ffd31fde7b167dd738c44c

Observation 91a0b4c1-b79f-45db-8bae-2e63819c3e44 · outbound

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

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations LLaMA-Omni: Seamless Speech Interaction with Large Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.355944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.355944Z digest=sha256:6a7e046b66ad6b8fc40bfc7717ae3af9df712d9abcdf50b9fe481f717d57a053

Observation 1e1e6c90-c6fa-4a2b-93b4-275876923c7b · outbound

This paper cites Kimi-Audio Technical Report.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Kimi-Audio Technical Report

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.360276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.360276Z digest=sha256:62d0adef93b105e63e37c65af913458faa3f02ce672840b63afa253c7edf1bb3

Observation 8414ac38-d467-4926-aa9b-69b49218c480 · outbound

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

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Step-Audio: Unified Understanding and Generation in Intelligent Speech Interaction

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.365289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.365289Z digest=sha256:71f6be3420e01b919e96043427f7b0343198b0381e1f290c36ad1a9501d57daa

Observation 48183592-f51d-4b42-9b57-2cbdb605a5a5 · outbound

This paper cites Step-Audio 2 Technical Report.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Step-Audio 2 Technical Report

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.370374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.370374Z digest=sha256:63904d5ea58caaeace1d8f835a3e0c3927a1451499e0e8a6f01fc31500065cfd

Observation b49a32dd-0dd7-43c0-b00b-16f259e7d65c · outbound

This paper cites Qwen2.5-Omni Technical Report.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Qwen2.5-Omni Technical Report

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.374957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.374957Z digest=sha256:3ce151f75e77d7d4c68bd8744edca79f7bb1495ef0230e3bfdc8af04ff3d587c

Observation eaa8e3d7-39f5-4879-89d0-b7e6a31f9b24 · outbound

This paper cites Generative spoken dialogue language modeling.Transactions of the Association for Computational Linguistics, 11:250–266, 2023.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Generative spoken dialogue language modeling.Transactions of the Association for Computational Linguistics, 11:250–266, 2023

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.380256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.380256Z digest=sha256:9667af4af73b2a2070da189ca568a252e746fbfe7be39f9a986010bf9a6bcd13

Observation 9f486ef7-f8d1-4b35-b62a-74ddce21d88a · outbound

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

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Moshi: a speech-text foundation model for real-time dialogue

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.384384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.384384Z digest=sha256:e9a7116436ed41253d60f2554c5e79b4aeb102551f38a5320332b20b38117c63

Observation f0ab0b96-75d1-446c-944d-1a3dc177c3d3 · outbound

This paper cites Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.388843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.388843Z digest=sha256:0e26ca67d127a27efa64cb67b1720dff02eadc9e6c0c7e012ac0e8d8a7bbcd55

Observation f5052c7e-0f0d-4940-b654-d55c810e0ddf · outbound

This paper cites MinMo: A Multimodal Large Language Model for Seamless Voice Interaction.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations MinMo: A Multimodal Large Language Model for Seamless Voice Interaction

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.393443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.393443Z digest=sha256:42400daccac54a1aca2f196235bf0e1fca03ac6e08a50b8da0d75e8d4f3cc8f5

Observation c5dfec1c-1bd4-4795-b120-688c9f712788 · outbound

This paper cites TurnGPT: a Transformer-based Language Model for Predicting Turn-taking in Spoken Dialog.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations TurnGPT: a Transformer-based Language Model for Predicting Turn-taking in Spoken Dialog

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-04T23:33:04.573945Z

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.

source=pdf_text observed=2026-08-04T23:33:04.397911Z digest=sha256:daa7c6fa08b50593cda5b6ca611715d0aeab899e0addf3243150ae631d3bf136

Observation f204dd5b-a186-4075-90f4-d271379ccf90 · outbound

This paper cites VITA: Towards Open-Source Interactive Omni Multimodal LLM.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.402405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.402405Z digest=sha256:df9973548f49797628451cbfba866cacdc49688902cb77a258e86f289e7cbb00

Observation 1bc46d95-ba2f-4698-8146-5a6e19e80214 · outbound

This paper cites FlexDuo: A Pluggable System for Enabling Full-Duplex Capabilities in Speech Dialogue Systems.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations FlexDuo: A Pluggable System for Enabling Full-Duplex Capabilities in Speech Dialogue Systems

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.406922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.406922Z digest=sha256:f4a3720a4df8a7b9953837dfb0e0687fae97f4e83195f5a9a035ae0896765a8e

Observation e5152855-8cd5-44ae-bce2-8207dba0df24 · outbound

This paper cites Two-dimensional convo- lutional recurrent neural networks for speech activity detection.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Two-dimensional convo- lutional recurrent neural networks for speech activity detection

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T23:33:05.069463Z

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.

source=pdf_text observed=2026-08-04T23:33:04.412667Z digest=sha256:279532e4741cc39d605e6fa7ffa4c35ae5c75993b4ea3fd6c1c8e54e28edd52c

Observation 35f4d060-4658-49cd-baea-75d918595825 · outbound

This paper cites ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.418810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.418810Z digest=sha256:7ad6a68d73c2b08625a546d6eaea7b4f1304feb3ab8ebd4378c116640fd85798

Observation da835b30-68aa-4e24-b0c1-633d282d0e69 · outbound

This paper cites Gate-variants of gated recurrent unit (gru) neural networks.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Gate-variants of gated recurrent unit (gru) neural networks

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T23:33:05.053675Z

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.

source=pdf_text observed=2026-08-04T23:33:04.423865Z digest=sha256:695b5c203ff07ff4fe4df002b7015c1880f6f72777d7d0cd8562778eb36c0e86

Observation 6f55e5d7-fb80-455c-8824-8e3284e183ee · outbound

This paper cites MUSAN: A Music, Speech, and Noise Corpus.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations MUSAN: A Music, Speech, and Noise Corpus

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-04T23:33:04.428772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T23:33:04.428772Z digest=sha256:3a13f23339daa5749c45c62303a1daf04605a4f40770d2830632d0fdae1ec727

Observation 2410f311-0bb7-4efe-bb22-c8c43028b262 · outbound

This paper cites Icassp 2023 deep noise suppression challenge.IEEE Open Journal of Signal Processing, 5:725–737, 2024.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Icassp 2023 deep noise suppression challenge.IEEE Open Journal of Signal Processing, 5:725–737, 2024

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T23:33:05.038001Z

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.

source=pdf_text observed=2026-08-04T23:33:04.435348Z digest=sha256:5b5cde791eaf034d3d2d344a7f48a94461dea9b7113066d9be0c77df043db84c

Observation 0944fa8d-d40b-4925-9c23-a00429b51fea · outbound

This paper cites Ten turn detection: Turn detection for full-duplex dialogue communication, 2025.

FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations Ten turn detection: Turn detection for full-duplex dialogue communication, 2025

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T23:33:05.021171Z

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.

source=pdf_text observed=2026-08-04T23:33:04.440605Z digest=sha256:08ea31186b43bbafcecc61986c07803f03b2516449148569603f6189834339a4

Pith citing papers

Observation dea03cb1-03a1-4053-94de-a1dc01e7bdb3 · inbound

Sharp spectral estimates for free boundary problems arising in plasma physics cites this paper.

Sharp spectral estimates for free boundary problems arising in plasma physics FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-14T19:56:33.793167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T19:56:33.793167Z digest=sha256:b42ed6073d6369de57245a03a23f7a80e8d83ff24765a1638aff9b523bd3a56c

Observation 67a9010d-fc45-4501-bd0a-6f4fc67fa2b1 · inbound

FastTurn: Unifying Acoustic and Streaming Semantic Cues for Low-Latency and Robust Turn Detection cites this paper.

FastTurn: Unifying Acoustic and Streaming Semantic Cues for Low-Latency and Robust Turn Detection FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-13T20:58:15.972122Z

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.

source=pdf_text observed=2026-05-13T20:55:09.141906Z digest=sha256:3749009dbafe992b54ebdce3de841cd1e9756ce701e2a7583aae45c666f19fc9

Observation b1256418-e584-4cf8-8127-c9bc5817f103 · inbound

Character Beyond Speech: Leveraging Role-Playing Evaluation in Audio Large Language Models via Reinforcement Learning cites this paper.

Character Beyond Speech: Leveraging Role-Playing Evaluation in Audio Large Language Models via Reinforcement Learning FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-10T14:25:30.009190Z

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.

source=pdf_text observed=2026-05-10T14:22:25.660785Z digest=sha256:1d76e9c27cce9e713c23f8989caf6aca6aaf1dbce0d5138f524d4badb21a8892

Observation 41927dc5-e490-4186-8ad9-6c1987d87d6b · inbound

UAF: A Unified Audio Front-end LLM for Full-Duplex Speech Interaction cites this paper.

UAF: A Unified Audio Front-end LLM for Full-Duplex Speech Interaction FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:46:02.917082Z

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.

source=pdf_text observed=2026-05-10T03:05:48.624864Z digest=sha256:ee98ab1426a2757462a4f0a709df83982a166d4326ee1efa5fd885ef9897bd66

Observation 3dad1224-4a7d-4592-80f7-d8f425e56c68 · inbound

Full-Duplex Interaction in Spoken Dialogue Systems: A Comprehensive Study from the ICASSP 2026 HumDial Challenge cites this paper.

Full-Duplex Interaction in Spoken Dialogue Systems: A Comprehensive Study from the ICASSP 2026 HumDial Challenge FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-11T18:56:06.768627Z

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.

source=pdf_text observed=2026-05-08T13:19:44.156822Z digest=sha256:465de33e114e29715f6ca4419a8ff5bf6a8f98847276df503c17bf7206c93aee

Observation b3d65389-0e50-48cc-822c-2a2bca7a1c3a · inbound

A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook cites this paper.

A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 134

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:39:48.856075Z

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.

source=pdf_text observed=2026-05-21T07:38:23.099479Z digest=sha256:8fe08fd3c7158261fce1668c17b0d3e8674b89e1f9312589ed1f8e7fbeb6b3e9

Observation 85a105ac-f36a-4085-a9e7-8e87c3c085d6 · inbound

Toward Native Multimodal Modeling: A Roadmap cites this paper.

Toward Native Multimodal Modeling: A Roadmap FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 242

Resolution
verified exact
arxiv_id, observed 2026-06-29T23:04:01.970453Z

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.

source=pdf_text observed=2026-06-29T22:58:38.610609Z digest=sha256:370c621c851c678ff80af92d2e69271e8fc04a261d84b04bf1382bb6bfc1e4e3

Observation c0790e81-cf1e-4270-acb2-ee9fcfb8f26a · inbound

PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialects cites this paper.

PolySpeech-100: A Large-Scale Benchmark for Speech Understanding Across 100+ Languages and Dialects FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-06-28T17:52:27.008372Z

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.

source=pdf_text observed=2026-06-28T17:44:07.669223Z digest=sha256:ad4e0a799cebb916785922f672d8e75e769daea5286bbd6f861b1055da99765f

Observation c38ca1ef-7655-4a2b-9b92-a58c75889d50 · inbound

IRAF: Interference-Resilient Adaptive Fusion for Noise-Robust End-to-End Full-Duplex Spoken Dialogue Systems cites this paper.

IRAF: Interference-Resilient Adaptive Fusion for Noise-Robust End-to-End Full-Duplex Spoken Dialogue Systems FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-07-02T15:37:06.832714Z

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.

source=pdf_text observed=2026-06-27T23:42:38.203116Z digest=sha256:f986468d65520fc47ad9dfa997bfacc7f1c0e2fc36c285f3be7dbefee1c25be8

Observation 7de6918a-8e30-45ad-bd8b-ba362a98e847 · inbound

DuplexOmni: Real-Time Listening, Seeing, Thinking, and Speaking for Full-Duplex Interaction cites this paper.

DuplexOmni: Real-Time Listening, Seeing, Thinking, and Speaking for Full-Duplex Interaction FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-07-03T03:27:34.977710Z

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.

source=pdf_text observed=2026-06-27T15:22:02.107863Z digest=sha256:80d04eabbd4cb749f50f75e9c5d86bed2f1f39993db0d18389feda658f8fbea3

Observation c1d3cbd1-005d-477c-970c-ca1d6e1ba0b9 · inbound

Next-Turn: Duration-Aware Streaming Endpoint Detection via Time-to-Next-Speech-Onset Prediction cites this paper.

Next-Turn: Duration-Aware Streaming Endpoint Detection via Time-to-Next-Speech-Onset Prediction FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-07-03T23:19:03.200742Z

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.

source=pdf_text observed=2026-06-26T22:43:07.952982Z digest=sha256:e39b07b5d592f7b7d39bb17839cc3f82c087c1a9d1d369ce54ac9c8eba039174

Observation 4b3cdabd-2207-42fd-842b-80b5c1a22b6f · inbound

A Survey of Full-Duplex Spoken Dialogue Systems: Architectural Hierarchy, Interaction Ontology, and Decision State Machine cites this paper.

A Survey of Full-Duplex Spoken Dialogue Systems: Architectural Hierarchy, Interaction Ontology, and Decision State Machine FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-04T02:49:25.022076Z

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.

source=pdf_text observed=2026-06-26T19:02:16.119373Z digest=sha256:64568558dfec1a6da737a4e112ec38587f6503cfd3d4a1b3672171a4c7c2c5e2

Observation a16fb13d-a686-47bf-abd6-aa0345df9fa1 · inbound

Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs cites this paper.

Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-07-08T02:44:27.639858Z

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.

source=arxiv_source observed=2026-07-08T02:38:31.073805Z digest=sha256:0b9650981a38e2277758b26914f92c31c0512bb7dc896ad902e22b2c735ebf91

Observation 29159b17-543c-4164-8f7b-3c4da820bcc9 · inbound

X$^3$-OPD: Distilling Reasoning into Large Audio-Language Models via On-Policy Alignment cites this paper.

X$^3$-OPD: Distilling Reasoning into Large Audio-Language Models via On-Policy Alignment FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 136

Resolution
unresolved
no resolver link, observed 2026-08-01T07:12:17.660388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T07:12:17.660388Z digest=sha256:2c4afd5f3f69f66b5a2a95a4888dfd84fa1f813506154e809a42260bdd3ebcc1

Observation dcb128bd-a717-4591-b006-20287693d2d9 · inbound

PACE: A Playback-Aligned Context Engine for LLM-Based Full-Duplex Voice Dialogue cites this paper.

PACE: A Playback-Aligned Context Engine for LLM-Based Full-Duplex Voice Dialogue FireRedChat: A Pluggable, Full-Duplex Voice Interaction System with Cascaded and Semi-Cascaded Implementations

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T00:32:48.979492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:32:48.979492Z digest=sha256:dca5674cf9becade333aef14620e77f44e3c9aacd1839aaa04997c922312b055