Paper Citation Record · LEDGER

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

As of 10 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 10 inbound Pith citation observations for arXiv:2508.09600.

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

pith.paper-citation-record.v1
2508.09600 v2

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:03:09.713680Z

measured 33 of 33 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 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T23:06:42.745021Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T14:48:33.551975Z

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy0
unresolved22
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e6c58d0a-9946-4123-834a-3e6102ebccd4 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.646255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44b60e6a-a68f-4ed4-94b7-ba4d53d28ff2 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.650040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dc28193-cd0b-40d4-a6ab-866e0c217eb1 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.653497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d962b8e-b68c-455d-a69d-8e2622758625 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.657214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73f6259d-b851-4295-822f-712dcbd813a0 · outbound

This paper cites Empathetic dialogue system: A human-machine dialogue system with emotion perception and adaptation capabilities.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Empathetic dialogue system: A human-machine dialogue system with emotion perception and adaptation capabilities

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.660900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d1ddedf-83fb-4d66-9e7f-b23a31854950 · outbound

This paper cites The tone, vocabulary, advice, or style are all generic and could apply to any age group.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue The tone, vocabulary, advice, or style are all generic and could apply to any age group

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.664516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45b09ed8-d662-40ac-a9a3-6b0a4740808c · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.668179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db057847-08a1-41a2-9a7d-2a6667ba7474 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.671210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6d25d17-b168-457d-aede-a8ca94a43378 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.674482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34e7de4c-18e3-431d-9f17-76c1164459f2 · outbound

This paper cites The style is consistent and highly tailored to the user’s age.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue The style is consistent and highly tailored to the user’s age

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.677969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 748a0a76-fe6c-40c1-b3c8-523442bc0811 · outbound

This paper cites The re- sponse completely ignores gender-related information, is irrelevant to gender, or even contradicts the gender label.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue The re- sponse completely ignores gender-related information, is irrelevant to gender, or even contradicts the gender label

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.681387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdf05547-10bc-4647-b0f2-9636281f2df9 · outbound

This paper cites There is no meaningful personalization related to gender.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue There is no meaningful personalization related to gender

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.684647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6e0dea0-4f25-4b39-b6f1-96634585aa19 · outbound

This paper cites The overall tone remains neutral.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue The overall tone remains neutral

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.688263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f07cecfc-abcf-40e7-b621-b068f0451fd1 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.692325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4c49caf-c6e4-4887-84d8-0a64f5b43601 · outbound

This paper cites The gender information shapes the overall response and shows high personalization.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue The gender information shapes the overall response and shows high personalization

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.695788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e87d66d1-6ff1-43c0-bf26-0547554c0ea1 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.699456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45954249-60fb-4412-8cd7-a1f3ad163bec · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.702765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05253f9e-cfa8-4bcd-9c79-28d341254e06 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.706624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebe36b02-3d2c-48e8-a3ba-f026c3dbc406 · outbound

This paper cites an unresolved cited work.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.710448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f4d06d1-7d12-4693-80e6-4090da7ccd3a · outbound

This paper cites automatic labeling.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue automatic labeling

Reference 23

Resolution: malformed identifier; no resolver link, observed 2026-08-05T21:03:09.713680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5affa23d-c094-4c16-896c-d006ce8796cc · outbound

This paper cites GOAT-SLM: A Spoken Language Model with Paralinguistic and Speaker Characteristic Awareness.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue GOAT-SLM: A Spoken Language Model with Paralinguistic and Speaker Characteristic Awareness

Reference 2008

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.632009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 787c8920-5478-449b-bb67-7791784322b4 · outbound

This paper cites OSUM: Advancing Open Speech Understanding Models with Limited Resources in Academia.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue OSUM: Advancing Open Speech Understanding Models with Limited Resources in Academia

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.640862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e429c39-bff7-4723-980c-0de83ebfe935 · outbound

This paper cites VoiceBench: Benchmarking LLM-Based Voice Assistants.

OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue VoiceBench: Benchmarking LLM-Based Voice Assistants

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T21:03:09.636623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bcad271c-d407-4f4b-bc03-0d99615709d0 · 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 OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 10

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 650bd3ba-1900-4efb-b7b9-b09993b34bf6 · 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 OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:58:15.999632Z

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 11841da4-6690-413a-8e14-571a909cc5b2 · inbound

HumDial-EIBench: A Human-Recorded Multi-Turn Emotional Intelligence Benchmark for Audio Language Models cites this paper.

HumDial-EIBench: A Human-Recorded Multi-Turn Emotional Intelligence Benchmark for Audio Language Models OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:36:05.684810Z

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 91382ce5-b824-420e-8597-852e76def13c · inbound

SpeechParaling-Bench: A Comprehensive Benchmark for Paralinguistic-Aware Speech Generation cites this paper.

SpeechParaling-Bench: A Comprehensive Benchmark for Paralinguistic-Aware Speech Generation OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-10T00:39:48.483285Z

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 b10e9c6e-3920-4dd7-b1c3-e77da2e753ab · 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 OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:56:06.762386Z

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 8d1106ab-ff89-4437-9bd5-6ffd46c7bdc3 · inbound

Sympatheia: Emotionally Adaptive Voice Assistant with Continuous Affect Conditioning cites this paper.

Sympatheia: Emotionally Adaptive Voice Assistant with Continuous Affect Conditioning OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:02:27.101502Z

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 0dd8a370-c15c-4715-b46f-4ee5848c2980 · inbound

Beyond Semantic Dominance: Cognitive Affective Reasoning and Empathetic Response Alignment in Audio Language Models cites this paper.

Beyond Semantic Dominance: Cognitive Affective Reasoning and Empathetic Response Alignment in Audio Language Models OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-02T19:47:20.025634Z

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 e9c7ab55-9725-4caa-bed5-b6b4fa47f9c0 · inbound

PRISM: Prosody-Integrated Multi-Agent Reasoning Framework for Empathetic Spoken Dialogue cites this paper.

PRISM: Prosody-Integrated Multi-Agent Reasoning Framework for Empathetic Spoken Dialogue OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:48:33.554003Z

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 fd0047db-cef9-4975-8566-cba37a6d793b · 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 OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:38:28.602273Z

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 2dfeb17d-0a42-48f1-ab5f-cf153c4e2c34 · inbound

Towards High-Level Semantic Intelligence cites this paper.

Towards High-Level Semantic Intelligence OSUM-EChat: Enhancing End-to-End Empathetic Spoken Chatbot via Understanding-Driven Spoken Dialogue

Reference 148

Resolution: unresolved; no resolver link, observed 2026-07-31T23:06:42.745021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.