Paper Citation Record · LEDGER

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model

As of 20 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2505.13062.

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

pith.paper-citation-record.v1
2505.13062 v3

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:25:31.105122Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:25:30.954743Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T20:25:31.298438Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy16
unresolved23
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ea2c479-b15d-413c-acd7-527324f5090a · outbound

This paper cites Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T20:25:31.304236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f5731167-1c17-4eed-965a-c55997dc66e0 · outbound

This paper cites SFT for SV AD Given a silent video V = I T t=1 withT frames, the SV AD task aims to generate a corresponding audio descriptionCaudio.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model SFT for SV AD Given a silent video V = I T t=1 withT frames, the SV AD task aims to generate a corresponding audio descriptionCaudio

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.521636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eaed0417-0dd9-4561-86bf-b27b85b69929 · outbound

This paper cites an unresolved cited work.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Unresolved cited work

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T20:25:31.510788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b1f99f45-1435-4309-ad95-58a9ab79dc68 · outbound

This paper cites an unresolved cited work.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:25:31.500577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 284182dc-e2cc-4900-a2d2-3ec29bfd01a3 · outbound

This paper cites MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:30.990915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ce585bf-1cbd-46e4-8dea-10197763c2d2 · outbound

This paper cites Multisensory- guided associative learning enhances multisensory representation in primary auditory cortex,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Multisensory- guided associative learning enhances multisensory representation in primary auditory cortex,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.489915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 77e07d20-e03f-49b3-88ca-f220eee99961 · outbound

This paper cites MM-LLMs: Recent Advances in MultiModal Large Language Models.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model MM-LLMs: Recent Advances in MultiModal Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:30.978656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 362b949f-dad6-4244-a3b8-c006b8b180b2 · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model VideoChat: Chat-Centric Video Understanding

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:30.982484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2196f4a7-e8cf-44d3-8da0-5a3c6c9a569c · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:30.986800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c19d327-59f8-4445-8d81-db6b18681e49 · outbound

This paper cites STA-V2A: Video-to-Audio Generation with Semantic and Temporal Alignment.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model STA-V2A: Video-to-Audio Generation with Semantic and Temporal Alignment

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.011778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ae3ddbc-b652-4a76-839e-9901d10ec1b6 · outbound

This paper cites Video-to-Audio Generation with Hidden Alignment.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Video-to-Audio Generation with Hidden Alignment

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:30.995667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f15cd0ab-403f-4041-baad-11197ebdf900 · outbound

This paper cites Frieren: Efficient Video-to-Audio Generation Network with Rectified Flow Matching.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Frieren: Efficient Video-to-Audio Generation Network with Rectified Flow Matching

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:30.999910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44878e4b-545a-41f0-a16e-fceac3f57f41 · outbound

This paper cites V2a- mapper: A lightweight solution for vision-to-audio generation by connecting foundation models,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model V2a- mapper: A lightweight solution for vision-to-audio generation by connecting foundation models,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.478939Z

Source-reported events for the cited work

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Observation feace7b4-450d-4946-b42d-21e6045664e0 · outbound

This paper cites Foleygen: Visually-guided audio generation,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Foleygen: Visually-guided audio generation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.468363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 18472efb-57f1-4f3f-b574-bca98d354bf9 · outbound

This paper cites Wavcaps: A chatgpt-assisted weakly- labelled audio captioning dataset for audio-language multimodal research,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Wavcaps: A chatgpt-assisted weakly- labelled audio captioning dataset for audio-language multimodal research,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.030495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25a35509-3055-4ad8-a498-f9160489027d · outbound

This paper cites Text-to-Audio Generation Synchronized with Videos.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Text-to-Audio Generation Synchronized with Videos

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.015693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fb3c112-9498-4a3f-b0fe-a785e763ebd2 · outbound

This paper cites FoleyCrafter: Bring Silent Videos to Life with Lifelike and Synchronized Sounds.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model FoleyCrafter: Bring Silent Videos to Life with Lifelike and Synchronized Sounds

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.019247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a03c0787-f0c9-4648-ac43-3779aea4f037 · outbound

This paper cites Read, Watch and Scream! Sound Generation from Text and Video.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Read, Watch and Scream! Sound Generation from Text and Video

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.022815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f584c6a1-2a11-49c5-8f75-1f9adfd55165 · outbound

This paper cites FolAI: Synchronized Foley Sound Generation with Semantic and Temporal Alignment.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model FolAI: Synchronized Foley Sound Generation with Semantic and Temporal Alignment

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.026317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92e1dd92-2121-47ad-9bc6-fa069eb0e06c · outbound

This paper cites LAVCap: LLM-based Audio-Visual Captioning using Optimal Transport.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model LAVCap: LLM-based Audio-Visual Captioning using Optimal Transport

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.048189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7707387e-fe86-4ddf-82f1-7b08dc136b3c · outbound

This paper cites Conette: An efficient au- dio captioning system leveraging multiple datasets with task em- bedding,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Conette: An efficient au- dio captioning system leveraging multiple datasets with task em- bedding,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.033984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 678a54ef-0ac2-4661-a5e2-11c78754244a · outbound

This paper cites Automatic video captioning using tree hierarchical deep convolutional neu- ral network and asrnn-bi-directional lstm,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Automatic video captioning using tree hierarchical deep convolutional neu- ral network and asrnn-bi-directional lstm,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.445167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dbbae53a-3ae4-421f-9fee-05f82fe597b7 · outbound

This paper cites Streaming dense video captioning,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Streaming dense video captioning,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.434478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d77a8053-30e2-4f0f-a42a-4f421eb3052c · outbound

This paper cites AVCap: Leveraging Audio-Visual Features as Text Tokens for Captioning.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model AVCap: Leveraging Audio-Visual Features as Text Tokens for Captioning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.044527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82eef265-2b49-4bf9-bda8-ddcdf46e4150 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model LoRA: Low-Rank Adaptation of Large Language Models,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.403181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dd4e23ca-97e8-42fd-9630-4ff4ae785269 · outbound

This paper cites an unresolved cited work.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:25:31.531676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 74fa0396-0ea8-4937-835c-55415ff7c5d2 · outbound

This paper cites An eye for an ear: zero-shot audio description leveraging an image captioner with audio-visual token distribution matching,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model An eye for an ear: zero-shot audio description leveraging an image captioner with audio-visual token distribution matching,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.424081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9b4b0f06-7b50-45f8-89ba-2a35155a16aa · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.055296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85d49c75-0db9-4a8b-a2c5-6836a03b46f8 · outbound

This paper cites Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.059117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 243a8b76-21f5-40d4-8d5f-b7a273d96fda · outbound

This paper cites Internvl: Scaling up vision foun- dation models and aligning for generic visual-linguistic tasks,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Internvl: Scaling up vision foun- dation models and aligning for generic visual-linguistic tasks,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.413892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 37f408ac-3dd9-45af-b12c-26f66d1d4934 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Chain-of-thought prompting elicits reasoning in large language models,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.070010Z

Source-reported events for the cited work

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Observation bd2efa4d-726f-4c0b-8bd7-2e9e2e40e59f · outbound

This paper cites Audiocaps: Generat- ing captions for audios in the wild,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Audiocaps: Generat- ing captions for audios in the wild,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.073254Z

Source-reported events for the cited work

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Observation a8375c5c-9baf-456c-9441-576008fcf55d · outbound

This paper cites GPT-4o System Card.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model GPT-4o System Card

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.076500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98e3f8bc-e07e-4d65-96e2-5a71e5504bab · outbound

This paper cites Large-scale contrastive language-audio pretraining with feature fusion and keyword-to-caption augmentation,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Large-scale contrastive language-audio pretraining with feature fusion and keyword-to-caption augmentation,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.380074Z

Source-reported events for the cited work

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Observation e4209607-048a-4018-8810-7e9937d9f066 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Bleu: a method for automatic evaluation of machine translation,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.369004Z

Source-reported events for the cited work

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Observation ca474cb5-5e15-4d39-8400-74b900f0eab9 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Meteor: An automatic metric for mt evaluation with improved correlation with human judgments,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.357837Z

Source-reported events for the cited work

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Observation c7563e6a-e57e-4d09-988a-1600ab5f93cf · outbound

This paper cites Rouge: A package for automatic evaluation of sum- maries,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Rouge: A package for automatic evaluation of sum- maries,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.346844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c4be74c4-4337-4175-8cf9-e9c46ee7b2af · outbound

This paper cites Cider: Consensus-based image description evaluation,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Cider: Consensus-based image description evaluation,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.336845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0a9bf1a8-5169-4aa7-8c10-824cf5de2467 · outbound

This paper cites Spice: Se- mantic propositional image caption evaluation,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Spice: Se- mantic propositional image caption evaluation,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.326264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b3fb4b55-5c87-4e36-b638-651ffbeb94f6 · outbound

This paper cites Diverse and aligned audio-to-video generation via text-to-video model adaptation,.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model Diverse and aligned audio-to-video generation via text-to-video model adaptation,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:25:31.315646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation aef9d9d5-9aa1-4124-a0f2-5894db01ff40 · outbound

This paper cites The Llama 3 Herd of Models.

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model The Llama 3 Herd of Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T20:25:31.105122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4ea2c479-b15d-413c-acd7-527324f5090a · inbound