Paper Citation Record · LEDGER

Audio-Aware Large Language Models as Judges for Speaking Styles

As of 9 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 3 inbound Pith citation observations for arXiv:2506.05984.

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

pith.paper-citation-record.v1
2506.05984 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:19:00.810072Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T22:11:44.891731Z

measured 1 of 1 external citation measurements

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.