Paper Citation Record · LEDGER

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis

As of 18 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2505.12597.

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

pith.paper-citation-record.v1
2505.12597 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:35:09.308182Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

45 of 45 outbound references displayed

verified exact2
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ae5e58f0-03d1-4346-a055-802cb183332d · outbound

This paper cites online" 'onlinestring :=.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:08.960163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6409d19f-3b55-48d2-87e4-622526bfb733 · outbound

This paper cites write newline.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:08.967705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09bc8a9c-ec9f-4e2a-b5b0-e8e24d2f5a2a · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.646922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 72e8507c-a362-4953-b617-07b8a5c1d75f · outbound

This paper cites Qwen2-Audio Technical Report.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Qwen2-Audio Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:08.985545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 052230bd-327f-417c-a3b9-9cf3fe48c31a · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.611767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 90e12740-26e9-443c-96cb-39f7a57ca83c · outbound

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

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.001537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b4f0f68-8f82-411e-aefa-e840f1812c7c · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.011603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af5f3f72-0113-445e-8928-2fc4a699b899 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 8

Resolution: verified exact; doi, observed 2026-08-15T20:35:09.466550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3861db62-1acd-4612-9da2-66096d02e633 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.558146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a787d59-741f-4955-82ce-d974d43b1bac · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.045829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8566b159-294f-4389-8b42-9c01aaff301b · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.505488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3c89afce-a0b6-4fad-86ee-e1758a20f5c1 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.062445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 290739a4-6f00-4403-b9e1-f3abbd42c752 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.463471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bcd9ec48-c036-49ee-b09f-f2b4ca8b2e99 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.432740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 342abdd9-2457-45b3-9d3c-3c3846fa8420 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.404876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 04f72e2c-c816-4b53-9300-ea24b0799737 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.376420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c9dab023-8573-4b0f-a375-fa78cfff497e · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.345252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ddf68caa-924b-4436-8be3-1522db9fd80c · outbound

This paper cites Mega-TTS 2: Boosting Prompting Mechanisms for Zero-Shot Speech Synthesis.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Mega-TTS 2: Boosting Prompting Mechanisms for Zero-Shot Speech Synthesis

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.112409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f25ca859-113b-45ab-be92-2fa7fbc5aff1 · outbound

This paper cites LibriTTS-P: A Corpus with Speaking Style and Speaker Identity Prompts for Text-to-Speech and Style Captioning.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis LibriTTS-P: A Corpus with Speaking Style and Speaker Identity Prompts for Text-to-Speech and Style Captioning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.120769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9daea345-5ca3-45fc-9e0a-eb44fcc4d76c · outbound

This paper cites Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversation.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Paralinguistics-Aware Speech-Empowered Large Language Models for Natural Conversation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.129467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84fb09ab-4d60-4217-ad46-6f559a93dd0c · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.136192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0060550-d73f-472b-99e7-7411a283bb40 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.292571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 23b5998c-79cd-425f-9132-a8fbab975011 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.263124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 661acce7-0c14-4e54-80d2-eb2490f43e65 · outbound

This paper cites A Diversity-Promoting Objective Function for Neural Conversation Models.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis A Diversity-Promoting Objective Function for Neural Conversation Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.157532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ecb5401-b47e-4399-9825-5412c6dafa06 · outbound

This paper cites OV-MER: Towards Open-Vocabulary Multimodal Emotion Recognition.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis OV-MER: Towards Open-Vocabulary Multimodal Emotion Recognition

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.164163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4818460f-74e7-4b60-b2df-470a071c069c · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.242731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c250e613-1fca-485e-b1f5-06f0858b39eb · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.211795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2c2dac6c-502b-4542-8bc7-5ba4c38a7982 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.182529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2128cd9-b8a7-492d-8622-d3d181b17db1 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.154278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5381c12b-3e5b-459b-b08c-a135c30f2813 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.206229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eff4ed8e-3c28-4211-b36d-a0a579300c0c · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.212575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 513a7016-5a73-4aa6-a4e8-dfe475672083 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.131715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9d08bf7c-8886-45df-bf3e-f7e27e75e283 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.106727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d9977433-5100-4220-8b89-58ce33f24bc4 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.085317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2dd36ac2-1e86-446e-a0c5-ff68e7140166 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.054942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a6264e87-526f-4abe-9fd6-b1897fabfcee · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.246706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17d98a7d-415a-4cdc-a503-544fc1431829 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.251906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ecbe796-3b91-48e4-a023-59ce90f95e29 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:10.007664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10ba1b14-69a6-4419-aae6-79cbb382c351 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 39

Resolution: verified exact; doi, observed 2026-08-15T20:35:09.416747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 75da115d-3de1-45a7-9744-4d92a234a9ea · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:09.974745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 709a7201-9fd7-4612-b282-45c6fa2ccee5 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:35:09.938624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e334ab5a-63c6-45b4-b0c6-8ca3475082ca · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.285624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 506ec9c9-a4c9-4816-83c9-6070504c19a2 · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.292659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dc25a84-3d3b-4142-86fc-1da7a4cddafa · outbound

This paper cites mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.300807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10f93fe0-7955-4e98-a85b-5f4a4b1b358e · outbound

This paper cites an unresolved cited work.

Chain-Talker: Chain Understanding and Rendering for Empathetic Conversational Speech Synthesis Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T20:35:09.308182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.