Paper Citation Record · LEDGER

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

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 43 inbound Pith citation observations for arXiv:2411.00774.

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

pith.paper-citation-record.v1
2411.00774 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 43 of 43 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:41.303521Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T02:49:25.043605Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation abae069a-dbed-4db4-87c3-2b4187cdda19 · inbound

GLM-4-Voice: Towards Intelligent and Human-Like End-to-End Spoken Chatbot cites this paper.

GLM-4-Voice: Towards Intelligent and Human-Like End-to-End Spoken Chatbot Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-16T03:53:47.520398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b647c8de-ec50-4927-921c-acc2855f6f16 · inbound

VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction cites this paper.

VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-17T21:08:19.680358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eef0cf8f-ad35-490b-9f52-6c2b723ccec9 · inbound

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

Step-Audio: Unified Understanding and Generation in Intelligent Speech Interaction Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:39:48.390382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a3436f6e-4265-4c1a-9431-8b3e1c4da8e8 · inbound

Kimi-Audio Technical Report cites this paper.

Kimi-Audio Technical Report Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:21:27.083009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 70d29ff1-c4a9-4617-9f1a-5ef617c2d357 · inbound

Beyond Words: Multimodal LLM Knows When to Speak cites this paper.

Beyond Words: Multimodal LLM Knows When to Speak Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-22T13:31:36.003748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 33b497fc-fbcc-4410-a8e5-9be4634c3e0a · inbound

SALM-Duplex: Efficient and Direct Duplex Modeling for Speech-to-Speech Language Model cites this paper.

SALM-Duplex: Efficient and Direct Duplex Modeling for Speech-to-Speech Language Model Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:41.303521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd4d79c4-b7f4-466a-bb6d-a80d9ec59e96 · inbound

SOVA-Bench: Benchmarking the Speech Conversation Ability for LLM-based Voice Assistant cites this paper.

SOVA-Bench: Benchmarking the Speech Conversation Ability for LLM-based Voice Assistant Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:26:23.253202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e806ba7-755f-4f05-b107-ee54be2e91b8 · inbound

TESU-LLM: Training Speech-LLMs Without Speech via Unified Encoder Alignment cites this paper.

TESU-LLM: Training Speech-LLMs Without Speech via Unified Encoder Alignment Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:58:41.015033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e40c7e43-5d2a-4814-a945-19f891f788fb · inbound

Stream-Omni: Simultaneous Multimodal Interactions with Large Language-Vision-Speech Model cites this paper.

Stream-Omni: Simultaneous Multimodal Interactions with Large Language-Vision-Speech Model Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T00:33:19.341323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0e3b8bf-90c4-49c6-8219-cfe9ef22e744 · inbound

Generative Audio Language Modeling with Continuous-valued Tokens and Masked Next-Token Prediction cites this paper.

Generative Audio Language Modeling with Continuous-valued Tokens and Masked Next-Token Prediction Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-06T17:52:01.469864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 532a21d1-7a9f-4c26-a582-7550813991d3 · inbound

Step-Audio 2 Technical Report cites this paper.

Step-Audio 2 Technical Report Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 67

Resolution: verified exact; arxiv_id, observed 2026-05-16T05:59:51.063110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9411af84-8233-4e5b-af70-fcd682a869a0 · inbound

BoSS: Beyond-Semantic Speech cites this paper.

BoSS: Beyond-Semantic Speech Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T14:50:04.306448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9506fd3f-2eeb-458c-b029-ed36eae169eb · inbound

Training-Free Multimodal Large Language Model Orchestration cites this paper.

Training-Free Multimodal Large Language Model Orchestration Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-19T00:12:54.079300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cbe65bb6-1dab-4fbc-83c0-aa5d6f3ad7fa · inbound

Training-Free Multimodal Large Language Model Orchestration cites this paper.

Training-Free Multimodal Large Language Model Orchestration Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-25T08:05:30.811981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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

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

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.

Observation 050ac82d-14d1-4658-bac8-7b4904c2fa6e · inbound

Towards Building Speech Large Language Models for Multitask Understanding in Low-Resource Languages cites this paper.

Towards Building Speech Large Language Models for Multitask Understanding in Low-Resource Languages Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-18T16:31:37.205947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6e2ce822-5c73-4964-9132-5967e2ff9bbc · inbound

StableToken: A Noise-Robust Semantic Speech Tokenizer for Resilient SpeechLLMs cites this paper.

StableToken: A Noise-Robust Semantic Speech Tokenizer for Resilient SpeechLLMs Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:01:24.286498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 875ecdf8-0960-418d-b24a-1bc98129c738 · inbound

AV-EMO-Reasoning: Benchmarking Emotional Reasoning Capabilities in Omni-modal LLMS with Audio-visual Cues cites this paper.

AV-EMO-Reasoning: Benchmarking Emotional Reasoning Capabilities in Omni-modal LLMS with Audio-visual Cues Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T11:06:44.360493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6c7d276-875f-4385-b79c-ff404d291883 · inbound

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning cites this paper.

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T08:35:18.308768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3c672184-6bf8-4797-8a9d-457a07d83018 · inbound

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning cites this paper.

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T10:44:07.690636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation baa5aeb6-f915-4bf1-9d7f-579f1722c107 · inbound

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning cites this paper.

The Silent Thought: Modeling Internal Cognition in Full-Duplex Spoken Dialogue Models via Latent Reasoning Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-13T22:57:11.059962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 406b4d52-04ec-4799-83ab-23ac10707f45 · 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 Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 15

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa7b331c-ebc2-4724-8893-422a48f620ac · 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 Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:58:15.977586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 64dfc8f1-7a60-4ab7-99d9-8346edfbfcaa · 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 Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:56:06.773428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 64976695-458e-4845-a071-2d77b9ec5bc0 · inbound

VITA-QinYu: Expressive Spoken Language Model for Role-Playing and Singing cites this paper.

VITA-QinYu: Expressive Spoken Language Model for Role-Playing and Singing Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 45

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:50:55.782660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 50d7ac62-7679-4c69-bb0b-3563ebc80c57 · 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 Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 123

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:39:48.633916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5f1e38ba-87d2-4a20-86df-7c8f1a7fa4cb · inbound

DuplexSLA: A Full-Duplex Spoken Language Model with Synchronized Speech, Language, and Action cites this paper.

DuplexSLA: A Full-Duplex Spoken Language Model with Synchronized Speech, Language, and Action Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-21T02:43:55.070044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9ba951a5-3065-44ce-8f9f-83ddbaf3159d · inbound

DuplexSLA: A Full-Duplex Spoken Language Model with Synchronized Speech, Language, and Action cites this paper.

DuplexSLA: A Full-Duplex Spoken Language Model with Synchronized Speech, Language, and Action Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:34:57.380968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7955dae-ab99-44bc-9b38-f2357ccca974 · inbound

Raon-Speech Technical Report cites this paper.

Raon-Speech Technical Report Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T08:22:44.347941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82ceda9f-63db-438f-8c2c-4edb2cd1c888 · inbound

Learning When to Think While Listening in Large Audio-Language Models cites this paper.

Learning When to Think While Listening in Large Audio-Language Models Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:43:50.760010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7903bc9d-253b-4979-aff2-1d48af51bfaa · inbound

Audio Interaction Model cites this paper.

Audio Interaction Model Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-02T10:46:52.400863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 886a5fbe-a2c0-4e68-a2b6-86fd427837c2 · 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 Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-02T15:37:06.807408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e3854dc8-bc48-4565-95da-21b99a907f74 · inbound

Which Speech Representation Better Matches Text-Native Reasoning? A Study of Speech-Text Alignment on Frame Rate and Representation cites this paper.

Which Speech Representation Better Matches Text-Native Reasoning? A Study of Speech-Text Alignment on Frame Rate and Representation Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-07-03T13:18:12.835252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 606dd4cc-93fe-49d5-a83a-511298c5da8f · inbound

Adaptive Turn-Taking for Real-time Multi-Party Voice Agents cites this paper.

Adaptive Turn-Taking for Real-time Multi-Party Voice Agents Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-03T16:28:39.533604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1321db71-8e75-4f38-a674-e6fb7383c948 · inbound

Adaptive Turn-Taking for Real-time Multi-Party Voice Agents cites this paper.

Adaptive Turn-Taking for Real-time Multi-Party Voice Agents Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:43:51.429171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 64a7b10f-e728-42bc-8c56-6c2e0ddecfdc · 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 Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-04T02:49:25.045148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 24b875d5-c0d1-43c8-8c33-da00620d2ab7 · inbound

FacePlex: Full-Duplex Joint Speech-Facial Motion Generation for Conversational Avatars cites this paper.

FacePlex: Full-Duplex Joint Speech-Facial Motion Generation for Conversational Avatars Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-06-30T06:44:19.416518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3cbc1c14-2319-4db7-a69a-b13171bb03a9 · inbound

Preserving Speech-to-Text LLM Capabilities in Speech-to-Speech Generation cites this paper.

Preserving Speech-to-Text LLM Capabilities in Speech-to-Speech Generation Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:05:45.847968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5891d88-aa53-4c4e-a6e1-1cd840b0eb77 · inbound

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

FlexiSLM: A Dynamic and Controllable Frame Rate Spoken Language Model Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 216

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T11:55:42.220803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 986e7776-14a4-468f-bf4e-a2445abaa5ec · inbound

Unlocking Speech-Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning cites this paper.

Unlocking Speech-Text Compositional Powers: Instruction-Following Speech Language Models without Instruction Tuning Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:38:28.611230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b000e732-f9cf-4a4f-9c51-3b275345b487 · inbound

Instruct-FD: Can Your Full-Duplex Speech System Follow Turn-Taking Instructions? cites this paper.

Instruct-FD: Can Your Full-Duplex Speech System Follow Turn-Taking Instructions? Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T13:57:31.306452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b26e331d-2228-47ad-a1d3-b11dd57b5500 · inbound

M3-DuplexBench: A Multi-Turn, Multilingual, Multidomain Benchmark for Full-Duplex Spoken Dialogue Models cites this paper.

M3-DuplexBench: A Multi-Turn, Multilingual, Multidomain Benchmark for Full-Duplex Spoken Dialogue Models Freeze-Omni: A Smart and Low Latency Speech-to-speech Dialogue Model with Frozen LLM

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T13:16:11.540208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

JoyAI-Talker: Full-Duplex Speech Interactive Large Model Built for Empathetic Voice Agents cites this paper.

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.