Paper Citation Record · LEDGER

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

As of 7 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 8 inbound Pith citation observations for arXiv:2510.14664.

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

pith.paper-citation-record.v1
2510.14664 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T06:24:34.023696Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T01:12:30.632007Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T19:00:05.343905Z

Reference resolution

57 of 57 outbound references displayed

verified exact2
verified fuzzy30
unresolved21
parse uncertain2
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5aadc236-db8f-43af-97fa-33bc166ddde8 · outbound

This paper cites Qwen2-Audio Technical Report.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Qwen2-Audio Technical Report

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-05-18T06:25:58.693378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 947a3d52-889e-497f-94af-83092960598d · outbound

This paper cites JVS corpus: free Japanese multi-speaker voice corpus.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation JVS corpus: free Japanese multi-speaker voice corpus

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:25:58.696972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8a80f705-02cd-4c55-b2ad-35e6f58c2b40 · outbound

This paper cites Qwen2.5-Omni Technical Report.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Qwen2.5-Omni Technical Report

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-05-18T06:25:58.686327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e26c3451-af2f-4f48-860e-6227fa516a15 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 4

Resolution: parse uncertain; raw_fallback, observed 2026-05-18T06:25:59.048729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c62bc2e-ec8d-42af-85cb-c0fe754ae77f · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.051147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 66ae75ba-3053-413e-869d-3ede58618840 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.157148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation af63122e-c17b-4d3d-9417-ece390aee1e7 · outbound

This paper cites Objectively, intelligibility is poor, with noticeable background noise and timbre distortion throughout the 0-5 s duration, creating a rough, hissing effect.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Objectively, intelligibility is poor, with noticeable background noise and timbre distortion throughout the 0-5 s duration, creating a rough, hissing effect

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.066713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4c17aac0-42d4-4bd7-b7f7-36a21002694a · outbound

This paper cites From an objective standpoint, intelligibility is subpar, with audible background noise and timbre distortion spanning the 0-5 second range, producing a coarse, sibilant effect.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation From an objective standpoint, intelligibility is subpar, with audible background noise and timbre distortion spanning the 0-5 second range, producing a coarse, sibilant effect

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.144972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 10ffa2c5-20eb-4bd8-8d26-6c65a72fbe79 · outbound

This paper cites Objectively, it’s hard to understand due toconstant background noise and a distorted tone (0-5s), which adds a rough, hissing quality.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Objectively, it’s hard to understand due toconstant background noise and a distorted tone (0-5s), which adds a rough, hissing quality

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.131728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e51df23c-fdd0-4063-875e-12af95f338ce · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.056868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e01c4b1b-9612-41e6-9abc-97d7dba0ecb1 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.063784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e45623a9-4643-44b1-b6ef-3471409817b3 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.108200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a0978a53-6d40-4b78-ade6-7591dfacbb87 · outbound

This paper cites Objectively, it excels in intelligibility and lacks any distortion, with a suitable speech rate and smooth dynamics, though volume consistency could be slightly improved.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Objectively, it excels in intelligibility and lacks any distortion, with a suitable speech rate and smooth dynamics, though volume consistency could be slightly improved

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.071874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 482086c9-c8a7-4468-b281-199cec9f4f04 · outbound

This paper cites Objectively, it achieves high intelligibility with no distortion, maintaining an appropriate pace and fluid dynamics, though minor volume fluctuations could be addressed.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Objectively, it achieves high intelligibility with no distortion, maintaining an appropriate pace and fluid dynamics, though minor volume fluctuations could be addressed

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.111346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 987078ac-a37f-44a3-b6d7-013d0bf57fad · outbound

This paper cites On a technical level, clarity is excellent, with no audible distortion, and the pacing and flow are well-managed, though slight volume adjustments could enhance consistency.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation On a technical level, clarity is excellent, with no audible distortion, and the pacing and flow are well-managed, though slight volume adjustments could enhance consistency

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.121953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c7290855-b6dd-471d-9b21-175a3f59aaaf · outbound

This paper cites surprise.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation surprise

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.117159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b65e363d-c5fd-4ed0-b26e-0c1056591a70 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.053487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d32e0abb-de71-4164-9861-c9869e3cf4a9 · outbound

This paper cites Speech Rate: A and B are similar in this aspect Dynamic Range: A and B are similar in this aspect.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Speech Rate: A and B are similar in this aspect Dynamic Range: A and B are similar in this aspect

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.190836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 34e18b78-28e5-4b7c-92ea-444bfdf1bf8c · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.193525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eb43f588-ba50-4194-88e8-495deae936ab · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.196748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ad04d4fc-484b-4806-9d6f-d71257f86777 · outbound

This paper cites From an objective standpoint, Sample A delivers clearer speech with no distortions, whereas Sample B has a subtle roughness in timbre (0– 3.7s).

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation From an objective standpoint, Sample A delivers clearer speech with no distortions, whereas Sample B has a subtle roughness in timbre (0– 3.7s)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.202329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1b056424-0269-4bcc-85f4-e37154e1d0c5 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.176948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8745a2e0-aee1-4e98-8675-7319a1e30a9c · outbound

This paper cites B Type: background noise Duration: 0 -5s(throughout) Degree: slight Description: The sound has a slight background noise.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation B Type: background noise Duration: 0 -5s(throughout) Degree: slight Description: The sound has a slight background noise

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.185187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 961bf493-d8b2-46f8-b6ce-33f65982ccac · outbound

This paper cites B Gender: female Age: 22s Tone Description: low and hollow.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation B Gender: female Age: 22s Tone Description: low and hollow

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.160270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 699db0b4-f334-4f8a-a58b-23d0a4bd87fe · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.153660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cde1dca5-fc4c-4dd1-8820-a32facf52bd8 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.188054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 73e19a91-d733-4282-a0b4-09cbf4b0112f · outbound

This paper cites Objectively, intelligibility and dynamic range are equivalent, though Sample A has faint artifact distortion (0-5 s), and Sample B contains minimal background noise (0-5 s).

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Objectively, intelligibility and dynamic range are equivalent, though Sample A has faint artifact distortion (0-5 s), and Sample B contains minimal background noise (0-5 s)

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.180565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f4715897-991a-4532-aa89-1fdb39d40694 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.204912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c43f386d-6320-44d6-9a4e-c9fe9446282c · outbound

This paper cites Improve expressiveness by incorporating emotional variation and tonal dynamics.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Improve expressiveness by incorporating emotional variation and tonal dynamics

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.128494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4ca3b453-2362-4d82-816e-052a89100742 · outbound

This paper cites Enhance expressiveness through varied intonation and emotional inflection.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Enhance expressiveness through varied intonation and emotional inflection

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.207913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 814af49b-6b69-4ee8-91c1-aad13488ef3d · outbound

This paper cites Incorporate more dynamic vocal expression to enhance engagement.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Incorporate more dynamic vocal expression to enhance engagement

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.114118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b0a578e6-e305-49d8-9768-72f3169ec6af · outbound

This paper cites Enhance vocal expressiveness through varied pitch and emotional modulation.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Enhance vocal expressiveness through varied pitch and emotional modulation

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.150517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3497fded-ddda-4f08-9fc4-f1a2d625aa4c · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.096744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0b49f753-4b5c-491f-b9f6-3d7a5fa0a271 · outbound

This paper cites Reduce background noise for cleaner audio quality.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Reduce background noise for cleaner audio quality

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.086927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a2f19f92-5545-4d5a-9364-5c91868f6c4b · outbound

This paper cites Eliminate background noise for improved clarity.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Eliminate background noise for improved clarity

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.084331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6aa4c9f7-6a0c-4e98-a83f-1e24fd0fabc1 · outbound

This paper cites Clean up background noise for optimal audio clarity.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Clean up background noise for optimal audio clarity

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.163383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 07fce97b-be33-4a8a-8571-899ddef0d5a1 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.099529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1b8de70c-f6e1-4785-b9ad-f1de7855aa98 · outbound

This paper cites Improve dynamic range consistency for smoother volume transitions.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Improve dynamic range consistency for smoother volume transitions

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.089232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d70635b5-9fdb-4b48-a095-c795d08d96f9 · outbound

This paper cites Stabilize dynamic range for more uniform volume transitions.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Stabilize dynamic range for more uniform volume transitions

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.091672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c1c09234-4372-41d5-9014-6debd145085b · outbound

This paper cites Adjust dynamic range for steadier volume levels.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Adjust dynamic range for steadier volume levels

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.125182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ac970a77-591d-4fd2-817b-54d22cb9f6d5 · outbound

This paper cites Fine-tune dynamic range to achieve smoother audio transitions.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Fine-tune dynamic range to achieve smoother audio transitions

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.173455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e5abb95f-8713-492b-8364-f6f20ecb5f1d · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.076725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8681172e-26a6-4f8e-ac33-874d17f169d1 · outbound

This paper cites Adjust frequency balance to improve voice clarity.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Adjust frequency balance to improve voice clarity

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.169905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation df89a649-0af8-4ece-8cbc-ec226445a1db · outbound

This paper cites Adjust tonal balance to refine voice clarity.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Adjust tonal balance to refine voice clarity

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.046249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c8a1f28b-dc5f-4477-9f64-8988fea93fe2 · outbound

This paper cites Optimize frequency distribution for improved clarity.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Optimize frequency distribution for improved clarity

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.137657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 98199071-dbc5-4d10-bcf2-607d942bf79c · outbound

This paper cites Modify frequency settings to enhance voice clarity.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Modify frequency settings to enhance voice clarity

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.141171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 28eaeda7-bccc-417a-aea9-706b98594156 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.102259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4ce850ec-c8f4-4eb3-9d58-1f5e2502eb27 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.199143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 24fdd0e7-ee35-4871-8303-9aade2e78cea · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.074031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 161bcaf8-6374-44b0-8d9d-d790f5714e2b · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.079011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d636a254-a350-4b19-9d50-156c27a1f58a · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.094286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cecacbfd-9da9-4ec9-81dd-6f2fad31a18d · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 61

Resolution: parse uncertain; raw_fallback, observed 2026-05-18T06:25:59.134568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 26d33863-253f-4452-9b96-721312c7da0b · outbound

This paper cites Fine-tune pacing to highlight important phrases for better engagement.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Fine-tune pacing to highlight important phrases for better engagement

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.166342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6c88a791-c062-4dc5-8b76-c5a9df106d29 · outbound

This paper cites Adjust rhythm slightly to underscore key moments.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Adjust rhythm slightly to underscore key moments

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.069203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 32ab1318-5b66-44ca-a9da-968793e328e1 · outbound

This paper cites A and B are similar.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation A and B are similar

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T06:25:59.081780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c8df02ef-b1cb-4f37-971f-7c7292d8c7a5 · outbound

This paper cites an unresolved cited work.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-05-18T06:25:59.105204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 80885753-7370-45a7-a03a-a075ba338542 · outbound

This paper cites Speech Rate.

SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation Speech Rate

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:25:58.681994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation daff7a43-b05c-4642-a9e5-39320103ca43 · inbound

NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations cites this paper.

NVBench: A Benchmark for Speech Synthesis with Non-Verbal Vocalizations SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-05-10T07:47:12.961800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2049c851-5107-42e7-92fb-69a8f53ca1c6 · inbound

TTS-PRISM: A Perceptual Reasoning and Interpretable Speech Model for Fine-Grained Diagnosis cites this paper.

TTS-PRISM: A Perceptual Reasoning and Interpretable Speech Model for Fine-Grained Diagnosis SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-11T19:26:06.864906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8367d727-2106-4b0c-adae-9363844a2525 · inbound

JASTIN: Aligning LLMs for Zero-Shot Audio and Speech Evaluation via Natural Language Instructions cites this paper.

JASTIN: Aligning LLMs for Zero-Shot Audio and Speech Evaluation via Natural Language Instructions SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-05-11T18:01:08.474564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 008a5fca-dcc8-4358-92f3-48f52540afb0 · inbound

A Finetuned SpeechLLM for Joint Multi-Granular L2 Assessment and Natural-Language Rationales cites this paper.

A Finetuned SpeechLLM for Joint Multi-Granular L2 Assessment and Natural-Language Rationales SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-07-03T01:27:30.833536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3b641f3e-dfa3-4c71-8239-6942624163d1 · inbound

PrefSQA: Pairwise Preference Prediction for Speech Quality Assessment and the Critical Role of High Quality Datasets cites this paper.

PrefSQA: Pairwise Preference Prediction for Speech Quality Assessment and the Critical Role of High Quality Datasets SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-07-04T02:49:25.353945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b9b93351-387b-4d44-9fe1-a50557fe1866 · inbound

ParaPairAudioBench: Paralinguistic Pairwise Audio Benchmark for LALM-as-a-Judge cites this paper.

ParaPairAudioBench: Paralinguistic Pairwise Audio Benchmark for LALM-as-a-Judge SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-07-04T19:00:05.345147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a03991b4-0088-4e80-8c3e-370969789620 · inbound

Attacking UTMOS: Probing the Robustness of a Speech Quality Assessment Model cites this paper.

Attacking UTMOS: Probing the Robustness of a Speech Quality Assessment Model SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

Reference 50

Resolution: verified exact; local_arxiv, observed 2026-07-01T11:45:46.045874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 99daa1d8-5eab-46f1-ad16-6d4f44605a00 · inbound

Large Audio Language Models for Spoofing-Aware Speaker Verification cites this paper.

Large Audio Language Models for Spoofing-Aware Speaker Verification SpeechLLM-as-Judges: Towards General and Interpretable Speech Quality Evaluation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T01:12:30.632007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.