Paper Citation Record · LEDGER

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents

As of 7 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2608.01119.

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

pith.paper-citation-record.v1
2608.01119 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:30:12.153813Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy8
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6ef395f-e37d-4481-a367-8fab8f7e00e2 · outbound

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

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Moshi: a speech-text foundation model for real-time dialogue

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:10.752328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52398a3e-4123-4ff3-866e-7a4699707149 · outbound

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

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:10.821180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab138103-f61e-474a-9fdd-fbe47ffc35e4 · outbound

This paper cites Qwen3-Omni Technical Report.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Qwen3-Omni Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:10.872210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d140047f-5374-4a98-8ebc-f37b8d0f1bd0 · outbound

This paper cites Full-duplex-bench v1.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Full-duplex-bench v1

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:30:14.664834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9d73f340-dfdf-4e12-92a4-117842d1e7be · outbound

This paper cites Joyai-llm flash: Advancing mid-scale llms with token efficiency, 2026.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Joyai-llm flash: Advancing mid-scale llms with token efficiency, 2026

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:30:14.493409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 541ade7c-7b87-4e23-9450-07008f4c1238 · outbound

This paper cites Deepseek-v3 technical report, 2025.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Deepseek-v3 technical report, 2025

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:30:14.284823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a908f1e1-28da-474a-9c9a-1f39c1edf920 · outbound

This paper cites Charles, Cheng Chen, Guanduo Chen, Haiting Chen, Huarong Chen, Jiahao Chen, et al.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Charles, Cheng Chen, Guanduo Chen, Haiting Chen, Huarong Chen, Jiahao Chen, et al

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:30:14.061828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 61cfc91b-56a6-4d4c-9563-6084e2b3e3df · outbound

This paper cites Joyvoice: Long-context conditioning for anthropomorphic multi-speaker conversational synthesis.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Joyvoice: Long-context conditioning for anthropomorphic multi-speaker conversational synthesis

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:11.238953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 628f88d7-b279-4863-a476-f19a392e2d9c · outbound

This paper cites Interaction models: A scalable approach to human-ai collaboration.Thinking Machines Lab: Connectionism, May 2026.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Interaction models: A scalable approach to human-ai collaboration.Thinking Machines Lab: Connectionism, May 2026

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:30:13.800415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8c02733f-b0e2-4e28-a769-5559d90237ed · outbound

This paper cites an unresolved cited work.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:30:13.581387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 35e76cc7-99cc-4623-a452-fe026c25a7ed · outbound

This paper cites an unresolved cited work.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:30:13.373000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dfae0f97-7e32-42ba-98c4-38bc3434682b · outbound

This paper cites Uro-bench: Towards comprehensive evaluation for end-to-end spoken dialogue models.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Uro-bench: Towards comprehensive evaluation for end-to-end spoken dialogue models

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:30:13.183293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 84a57bcc-1d3b-4aff-a185-7803ea456070 · outbound

This paper cites Air-bench: Benchmarking large audio-language models via generative comprehension.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Air-bench: Benchmarking large audio-language models via generative comprehension

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:30:12.972047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fe411018-4dad-4230-b1e6-f711817657f7 · outbound

This paper cites Schuller, and Jianhua Tao.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Schuller, and Jianhua Tao

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:30:12.766278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2ba383fd-2bbc-47a4-a865-eabd4edfa3e4 · outbound

This paper cites Echomind: An interrelated multi-level benchmark for evaluating empathetic speech language models.CoRR, abs/2510.22758, 2025.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Echomind: An interrelated multi-level benchmark for evaluating empathetic speech language models.CoRR, abs/2510.22758, 2025

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:11.852258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f8514ff-761c-414d-bbf3-1b6782f4248e · outbound

This paper cites Easy turn: Integrating acoustic and linguistic modalities for robust turn-taking in full-duplex spoken dialogue systems.CoRR, abs/2509.23938, 2025.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Easy turn: Integrating acoustic and linguistic modalities for robust turn-taking in full-duplex spoken dialogue systems.CoRR, abs/2509.23938, 2025

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:11.954747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 229d3229-7ef9-48c5-8938-fa6f53bfc3e2 · outbound

This paper cites Soulx-duplug: Plug-and-play streaming state prediction module for realtime full-duplex speech conversation.arXiv preprint arXiv:2603.14877, 2026.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Soulx-duplug: Plug-and-play streaming state prediction module for realtime full-duplex speech conversation.arXiv preprint arXiv:2603.14877, 2026

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:12.006697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af842580-0665-431a-9382-1f366bd5c6ce · outbound

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

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents FastTurn: Unifying Acoustic and Streaming Semantic Cues for Low-Latency and Robust Turn Detection

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:12.085175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77d40865-6b3f-4ab8-9f6e-45ff83bf3fcc · outbound

This paper cites Unified Streaming and Non-streaming Two-pass End-to-end Model for Speech Recognition.

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents Unified Streaming and Non-streaming Two-pass End-to-end Model for Speech Recognition

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T00:30:12.153813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.