Paper Citation Record · LEDGER

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding

As of 20 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2412.03980.

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

pith.paper-citation-record.v1
2412.03980 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T21:56:42.025600Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

43 of 43 outbound references displayed

verified exact0
verified fuzzy0
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6ae6e153-c071-4934-82e8-6a4e6b0c375b · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.768209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bedb22d1-ad7c-4103-a1e3-560ca406c12a · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.743194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f3a7ccbf-b258-4b0c-894c-6d9128422c5a · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.727033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a85d4c69-7c41-40e5-99fe-44d6c56c159c · outbound

This paper cites SLURP: A Spoken Language Understanding Resource Package.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding SLURP: A Spoken Language Understanding Resource Package

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.788267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa8fac3b-effa-452a-816b-986284eadcf8 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.713173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 523a6b2d-d053-4b5d-8804-f88f4ba6591c · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.699370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c3abf437-17d3-46b8-a9a4-08e1cdf64710 · outbound

This paper cites Efficient Intent Detection with Dual Sentence Encoders.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Efficient Intent Detection with Dual Sentence Encoders

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.809471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b2d0945-6a4a-496b-9d30-fb29cb6a1719 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.686119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3e7ef7f7-c893-4701-80d0-f98f17b177b4 · outbound

This paper cites Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.820865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8600fbf7-66a2-4f37-b40a-2eb8793cac14 · outbound

This paper cites Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.825614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51a9fddf-b202-4653-bbb2-82ebda9e2890 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.830473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4174d551-b364-4fdd-b9c9-6ac3e7c1a9f5 · outbound

This paper cites LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.844752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3274685-f536-40c1-b4de-3a25cffe551c · outbound

This paper cites MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.849928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 980e64e7-9516-4de2-b499-e6391eee623a · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.661490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c194a0b5-029e-4a10-84a2-b61b221eb846 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.861672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0860aa0-da63-4f31-a656-fc2d521d99ff · outbound

This paper cites GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.866443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1c8a5a8-7a41-4c04-95c9-83791e443ca1 · outbound

This paper cites Listen, Think, and Understand.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Listen, Think, and Understand

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.873408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6116a2b7-5ee0-4460-bba7-52383841dab7 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.633815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4dc14976-404f-4a90-96a7-b22a7287a448 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.886811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fda8a19-7e49-4fef-9d85-8969206f164a · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.608410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 95898ea4-30fd-476b-95be-b63c3fde7751 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.898226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cc77cdb-fe53-4655-91ad-7d7b97e79777 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.576407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bcda4a38-e65b-4c17-9e76-e9a52e3006c5 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.908456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75385f14-9521-44f6-9941-552cf72828ce · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.540396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4b931911-de26-414b-a181-e3f95007dae3 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.521336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 928f26ec-2e4d-49bf-ace8-82828674ccb2 · outbound

This paper cites An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.926809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22a16cda-52f5-4139-850f-f95a9df2643d · outbound

This paper cites WavCraft: Audio Editing and Generation with Large Language Models.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding WavCraft: Audio Editing and Generation with Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.932002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69cec2ed-f5da-445d-a07a-0e8641506dda · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.501093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6324c007-2976-4896-914e-eeb6aaef0bf2 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.475562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation efeddf61-126d-497f-bcbb-eccd90a01068 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.458965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9279a4e9-abcf-4f06-911c-6030ab7fcfc4 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.443495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7fa0ed4b-db20-47aa-bec1-84a2b4df47d0 · outbound

This paper cites Exploring Zero and Few-shot Techniques for Intent Classification.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Exploring Zero and Few-shot Techniques for Intent Classification

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.958073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89b18acc-5cd0-4536-8f96-65fa215e6c21 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.427722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d73eddb4-6d39-46ca-a6cc-290be15c1a6a · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.974194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd8cf9e1-ba64-45b1-99f9-662f0dc932e4 · outbound

This paper cites MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.979954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 596c9ebb-38ed-499d-b496-2394cdeded60 · outbound

This paper cites Enhancing Temporal Understanding in Audio Question Answering for Large Audio Language Models.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Enhancing Temporal Understanding in Audio Question Answering for Large Audio Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.985691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cecc374-ce25-4fbb-bf91-087be6c31c16 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.398135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ff07b122-327a-45f1-be3c-e1e929168941 · outbound

This paper cites SALMONN: Towards Generic Hearing Abilities for Large Language Models.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding SALMONN: Towards Generic Hearing Abilities for Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:41.998379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faba0c50-5095-49cc-a2c3-325524baf5ec · outbound

This paper cites VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:42.003212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a67ed05-11f3-4740-b846-824b3d316b05 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.378398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 91a50564-1e5b-43da-9f50-94831a727909 · outbound

This paper cites an unresolved cited work.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T21:56:42.361257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0ad2b500-db0b-4d21-95c6-a17b7ed9a67c · outbound

This paper cites online" 'onlinestring :=.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding online" 'onlinestring :=

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:42.019051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 019db07d-ae02-4135-9613-909c0ea9912e · outbound

This paper cites write newline.

Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding write newline

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T21:56:42.025600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.