Paper Citation Record · LEDGER

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models

As of 18 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2512.23578.

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

pith.paper-citation-record.v1
2512.23578 v3

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T19:26:30.384474Z

measured 51 of 51 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-01T16:12:28.114392Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-01T16:15:49.056274Z

Reference resolution

50 of 50 outbound references displayed

verified exact25
verified fuzzy4
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 018ecf90-f072-4cfa-9ade-d3c12e53dc46 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.252274Z

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 977c2792-79fb-4308-a84f-16e3c1e5a0ed · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.254899Z

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 4bba8f76-1692-4a6c-9560-261dd943df8e · outbound

This paper cites Game-Time: Evaluating Temporal Dynamics in Spoken Language Models.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Game-Time: Evaluating Temporal Dynamics in Spoken Language Models

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.170950Z

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 4d2829ff-5273-416a-8b40-26310c022e24 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.257634Z

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 4b56ce4f-5a54-4d78-b09b-e22ca8cc616d · outbound

This paper cites Can Large Language Models Be an Alternative to Human Evaluations?.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Can Large Language Models Be an Alternative to Human Evaluations?

Reference 5

Resolution: verified exact; doi, observed 2026-05-16T19:28:19.814688Z

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 ce1ab8f7-8571-4a13-b897-70e50c618505 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-05-16T19:28:19.818499Z

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 1e2e310c-6e11-4a97-800f-b21e61724ce5 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.311616Z

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 3882d5fa-8901-485b-9ba9-d074dfb9c456 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.106769Z

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 4156a815-c6f9-4448-a1a3-4f3817d49697 · outbound

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

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Moshi: a speech-text foundation model for real-time dialogue

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.138541Z

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 2b60a10a-d951-42a9-a368-eb8792aae107 · outbound

This paper cites Multi-bench: A multi-turn interactive benchmark for assessing emotional intelligence ability of spoken dialogue models.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Multi-bench: A multi-turn interactive benchmark for assessing emotional intelligence ability of spoken dialogue models

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:28:20.158911Z

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 101fc2a0-fe0c-4b11-b28d-e95af3570e22 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.306498Z

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 7e329439-6359-483a-a193-6e615558fea8 · outbound

This paper cites Voxlect: A Speech Foundation Model Benchmark for Modeling Dialects and Regional Languages Around the Globe.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Voxlect: A Speech Foundation Model Benchmark for Modeling Dialects and Regional Languages Around the Globe

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:28:20.163445Z

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 db854dc8-983d-4964-89ae-d2ceec9d61d9 · outbound

This paper cites Vox-Profile: A Speech Foundation Model Benchmark for Characterizing Diverse Speaker and Speech Traits.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Vox-Profile: A Speech Foundation Model Benchmark for Characterizing Diverse Speaker and Speech Traits

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:28:20.134274Z

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 cb7eaa56-1a2e-4219-844c-606f0d19234a · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.302643Z

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 37744868-72cb-4573-b712-84a0a41bb19c · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.309133Z

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 25deb235-6294-4c9e-b3f8-0047cf02cb54 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.314232Z

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 1067897c-f5ef-441c-b02a-031ce1d2720a · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 17

Resolution: verified exact; doi, observed 2026-05-16T19:28:19.838281Z

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 104e889b-1350-4146-acf2-dbed95c018de · outbound

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

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Step-Audio: Unified Understanding and Generation in Intelligent Speech Interaction

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:39:48.481060Z

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 7c65344c-5eb7-4ad4-8b7c-cfef5697b6a5 · outbound

This paper cites Does Your Voice Assistant Remember? Analyzing Conversational Context Recall and Utilization in Voice Interaction Models.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Does Your Voice Assistant Remember? Analyzing Conversational Context Recall and Utilization in Voice Interaction Models

Reference 19

Resolution: verified exact; doi, observed 2026-05-16T19:28:19.841336Z

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 9e0e3490-15e6-46c5-b011-110ab52aea99 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.297416Z

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 e3d03372-5d71-44d3-be8e-9e466941c992 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.300143Z

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 55b625ee-2bb0-4183-9a03-a772519b87b6 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.316899Z

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 b296fa13-75ac-4a89-a4ca-f937d4152553 · outbound

This paper cites MT -Eval: A Multi-Turn Capabilities Evaluation Benchmark for Large Language Models.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models MT -Eval: A Multi-Turn Capabilities Evaluation Benchmark for Large Language Models

Reference 23

Resolution: verified exact; doi, observed 2026-05-16T19:28:19.834742Z

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 d51b904b-b5d0-4721-bcbd-75b85916ce17 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Gonzalez, Hao Zhang, and Ion Stoica

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T19:28:21.294733Z

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 e0dcb508-8e61-4fd0-8357-2d8488cc9477 · outbound

This paper cites LLMs Get Lost In Multi-Turn Conversation.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models LLMs Get Lost In Multi-Turn Conversation

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.124957Z

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 010673b4-cba1-446a-9a82-16f27450b604 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 26

Resolution: verified exact; doi, observed 2026-05-16T19:28:19.830716Z

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 fa56d9ba-6427-47f9-997d-c19382bb01b9 · outbound

This paper cites A Preliminary Exploration with GPT-4o Voice Mode.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models A Preliminary Exploration with GPT-4o Voice Mode

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:28:20.154420Z

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 8217693b-541b-420a-a33c-df000b878780 · outbound

This paper cites Vocalbench: Benchmarking the vocal conversational abilities for speech interaction models.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Vocalbench: Benchmarking the vocal conversational abilities for speech interaction models

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:28:20.167332Z

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 1effcb80-ea99-4d67-b2dd-26e4568917b0 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.260501Z

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 0e03f9aa-d6c4-41cb-b21f-a1194057ad34 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.289246Z

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 95d9b9f4-ac2e-490f-8b78-48c43d59c8aa · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.291871Z

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 d83e486d-461f-401f-a914-d090e042fe83 · outbound

This paper cites Ong, and Nick Haber.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Ong, and Nick Haber

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T19:28:19.846220Z

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 90e26701-6f0f-4f98-b030-6ea955f84033 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.283138Z

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 58213990-5b99-4add-bd76-ed9591207c87 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.286138Z

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 b952d82f-41fd-448f-94b9-1f0c97a1cea2 · outbound

This paper cites GPT-4o System Card.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models GPT-4o System Card

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.111241Z

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 d69870cc-e4cf-4ba7-9a45-89325cc32eaf · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.277724Z

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 2d3a09b6-3956-4975-a078-1285479ff385 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.274153Z

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 daf60fc3-6be1-4153-8f62-fe59087ba583 · outbound

This paper cites Do LLM s understand dialogues? a case study on dialogue acts.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Do LLM s understand dialogues? a case study on dialogue acts

Reference 38

Resolution: verified exact; doi, observed 2026-05-16T19:28:19.822484Z

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 eec74289-79c4-4f1d-b907-8d964d10ae60 · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.268900Z

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 12b7afd6-8ed8-40b6-9d92-08c8b346478b · outbound

This paper cites an unresolved cited work.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-05-16T19:28:21.271471Z

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 9e9b17c7-3b4b-4553-bfcc-785666a4518f · outbound

This paper cites Steinmetz and Joshua D.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Steinmetz and Joshua D

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T19:28:21.280593Z

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 4bdb6da1-cb91-413b-b990-7530120b0389 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.101460Z

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 770ffac7-a023-47e0-a357-5bfcdba91059 · outbound

This paper cites The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.150166Z

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 147da74f-f87c-4c8b-9039-e73dec0e64b2 · outbound

This paper cites Step-Audio 2 Technical Report.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Step-Audio 2 Technical Report

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.146197Z

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 9e480734-f516-4472-bc96-c65c0a301304 · outbound

This paper cites Qwen2.5-Omni Technical Report.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models Qwen2.5-Omni Technical Report

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.142410Z

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 e621f936-4e32-4672-b173-4fda80ec99c9 · outbound

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

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models URO-bench: Towards comprehensive evaluation for end-to-end spoken dialogue models

Reference 46

Resolution: verified exact; doi, observed 2026-05-16T19:28:19.826782Z

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 e06ff900-f494-4be5-aec2-f0b60a17301b · outbound

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

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models GLM-4-Voice: Towards Intelligent and Human-Like End-to-End Spoken Chatbot

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-05-16T19:28:20.116056Z

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 a694baa8-7e03-4f15-ac18-3fa7cfd4da58 · outbound

This paper cites VStyle: A benchmark for voice style adaptation with spoken instructions.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models VStyle: A benchmark for voice style adaptation with spoken instructions

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-16T19:28:20.121252Z

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 bb7c6e5d-3da4-45be-a0ec-1bd046ac963f · outbound

This paper cites online" 'onlinestring :=.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models online" 'onlinestring :=

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T19:28:21.263984Z

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 e6488eaf-b1fd-43e6-8277-16f3111c88f9 · outbound

This paper cites write newline.

Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models write newline

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T19:28:21.266539Z

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Observation d0a431ad-1204-4d26-89ed-3ce20d472c8b · inbound

Why Can't They Remember? Uncovering Representation and Retrieval Bottlenecks in Multi-Turn Acoustic Memory cites this paper.

Why Can't They Remember? Uncovering Representation and Retrieval Bottlenecks in Multi-Turn Acoustic Memory Style Amnesia: Investigating Speaking Style Degradation and Mitigation in Multi-Turn Spoken Language Models

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-07-01T16:15:49.058424Z

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