Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:19:00.810072Z
Paper Citation Record · LEDGER
Audio-Aware Large Language Models as Judges for Speaking Styles
As of 18 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 5 inbound Pith citation observations for arXiv:2506.05984.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-14T04:43:45.067587Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Reference resolution
19 of 19 outbound references displayed
- verified exact0
- verified fuzzy8
- unresolved11
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation b72ff62d-f801-4c13-82ac-941bc798fa04 · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:06.258429Z
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 d61463be-9a8e-484e-b65e-0ae07283fe98 · outbound
This paper cites ### Scoring Rubric - **1**: The speech **does not follow** the required text, regardless of style.
Audio-Aware Large Language Models as Judges for Speaking Styles ### Scoring Rubric - **1**: The speech **does not follow** the required text, regardless of style
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:19:06.055508Z
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 f5304c9c-175f-46b5-b7e4-580a6b182199 · outbound
This paper cites Provide a brief analysis of how the speech does or does not meet each requirement.
Audio-Aware Large Language Models as Judges for Speaking Styles Provide a brief analysis of how the speech does or does not meet each requirement
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:19:05.236033Z
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 e874c124-2bb7-48d6-af13-a48197826fe3 · outbound
This paper cites Follow the scoring rubric strictly.
Audio-Aware Large Language Models as Judges for Speaking Styles Follow the scoring rubric strictly
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:19:04.950118Z
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 ccd62385-da1d-4c17-9c46-57a6f32ba194 · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:05.798607Z
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 f7c7cfa2-d568-4f38-b20c-a020bce6cf45 · outbound
This paper cites - If it does **not** match, assign a score of **1** and skip the style evaluation.
Audio-Aware Large Language Models as Judges for Speaking Styles - If it does **not** match, assign a score of **1** and skip the style evaluation
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:19:05.476683Z
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 355cea73-2bb8-4fe9-ae57-49e55ae65f12 · outbound
This paper cites Replace score with an integer in {1, 2, 3, 4, 5}.
Audio-Aware Large Language Models as Judges for Speaking Styles Replace score with an integer in {1, 2, 3, 4, 5}
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:19:04.638300Z
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 315a90a5-f12b-4a4f-bfec-e1e15276e2b1 · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:04.368926Z
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 3a7038ea-6e87-4e53-a8dc-8f6d1ef2b457 · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:04.029103Z
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 66f924a0-2e5f-40c7-b147-8ddb6aeeb3bc · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:03.643636Z
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 53ee33b3-88bc-4ec2-910a-99f3fcc027a8 · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:03.310702Z
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 763fd7d4-6997-4b96-a147-137634dc5c93 · outbound
This paper cites Reference specific turns or moments in the dialogue to support and justify your evaluation.
Audio-Aware Large Language Models as Judges for Speaking Styles Reference specific turns or moments in the dialogue to support and justify your evaluation
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:19:03.003405Z
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 fd0b0904-3b59-446b-a340-3f2b22d09560 · outbound
This paper cites Keep the double brackets as shown.
Audio-Aware Large Language Models as Judges for Speaking Styles Keep the double brackets as shown
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:19:02.577412Z
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 ec32e972-9c14-4504-a726-3647c47f6b1b · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:02.167402Z
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 32f6549a-e9d9-43ca-ac39-87d8ce190406 · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:01.861760Z
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 e5a00dc6-7515-4a41-bc40-fe3e054deaa0 · outbound
This paper cites an unresolved cited work.
Audio-Aware Large Language Models as Judges for Speaking Styles Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T10:19:01.487419Z
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 28d23887-600c-43ba-85d7-f9d69009412b · outbound
This paper cites Oh”, emphasize “exactly.
Audio-Aware Large Language Models as Judges for Speaking Styles Oh”, emphasize “exactly
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T10:19:01.082152Z
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 532319ba-f6a3-49bf-b156-26c52dc1fe53 · outbound
This paper cites Qwen2-Audio Technical Report.
Audio-Aware Large Language Models as Judges for Speaking Styles Qwen2-Audio Technical Report
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:18:58.080329Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4352680a-1322-4fa0-b674-cc5878118272 · outbound
This paper cites VoxEval: Benchmarking the Knowledge Understanding Capabilities of End-to-End Spoken Language Models.
Audio-Aware Large Language Models as Judges for Speaking Styles VoxEval: Benchmarking the Knowledge Understanding Capabilities of End-to-End Spoken Language Models
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:18:58.186300Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation e329342d-cbbb-428f-8d72-7cb0cac8f484 · inbound
Game-Time: Evaluating Temporal Dynamics in Spoken Language Models cites this paper.
Game-Time: Evaluating Temporal Dynamics in Spoken Language Models Audio-Aware Large Language Models as Judges for Speaking Styles
Reference 47
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T11:52:35.677607Z
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 28fd3e27-1afb-49b1-aa3a-c8274b0c770e · inbound
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations cites this paper.
NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations Audio-Aware Large Language Models as Judges for Speaking Styles
Reference 43
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T07:47:12.959163Z
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 5ef85fb7-9c1b-4e1c-a98a-de4754aa107d · inbound
Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents cites this paper.
Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents Audio-Aware Large Language Models as Judges for Speaking Styles
Reference 218
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T22:15:05.705501Z
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 d48e02a3-15e0-428b-8dde-e03c7c5153ca · inbound
Do Audio Language Models Use Paralinguistic Evidence? Counterfactual Audits for Response Evaluation cites this paper.
Do Audio Language Models Use Paralinguistic Evidence? Counterfactual Audits for Response Evaluation Audio-Aware Large Language Models as Judges for Speaking Styles
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T21:57:54.768654Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb5e74af-db89-40ea-9acd-822b6f268f8e · inbound
Do Audio Language Models Use Paralinguistic Evidence? Counterfactual Audits for Response Evaluation cites this paper.
Do Audio Language Models Use Paralinguistic Evidence? Counterfactual Audits for Response Evaluation Audio-Aware Large Language Models as Judges for Speaking Styles
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:43:45.067587Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.