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Paper Citation Record · LEDGER

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation

As of 7 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 2 inbound Pith citation observations for arXiv:2508.04418.

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

pith.paper-citation-record.v1
2508.04418 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:04:56.146973Z

measured 17 of 17 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-15T11:46:27.666803Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T02:30:53.307817Z

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fd77a83e-bb97-43f2-820e-884a4607966f · outbound

This paper cites As illustrated in Fig.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation As illustrated in Fig

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.667750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.667750Z digest=sha256:37e0de15d1b4b9d6e25219777a6525b5f3b2689157b84d33fae2504b6e3cf103

Observation 717edba8-fe5f-417a-83d2-fcbb39f332e9 · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:54.927814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:54.927814Z digest=sha256:bde2d1e4a5a0cbae14d3d6476c670a3e92962451bf4f3e1f076fcf65edf63597

Observation 1799826e-a525-4fd0-aae0-1cf4c1300722 · outbound

This paper cites an unresolved cited work.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:56.127079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:56.127079Z digest=sha256:2db04df24bba935eb126d2d0572506f7c1f327e6eea9c11765056882ca3ab55d

Observation 5a1154d3-640b-46c3-98cc-8522f7bac948 · outbound

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

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.176846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.176846Z digest=sha256:d27dbe9defbd17531f28217ff356078599c6c4e62e776c4e3832ec57645cacc1

Observation 0694ff2d-aa67-4309-8507-6c1940de70ca · outbound

This paper cites The sounding object near the woman.\.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation The sounding object near the woman.\

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T00:04:56.214941Z

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.

source=pdf_text observed=2026-08-06T00:04:56.146973Z digest=sha256:af75e801a9196f52938e22af99bdbea6c95d527d95fd08348baa1be2ee994061

Observation 7c148eff-8eff-4fae-9330-1f746bf7e222 · outbound

This paper cites an unresolved cited work.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.786666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.786666Z digest=sha256:b51699d375b5c7bc5d73ed8c7cd746e8214b4c1394cf7b174f3a76e5cb1128c2

Observation d1bb7dad-ad44-4846-af8e-4bba9bd63fb2 · outbound

This paper cites Do not alter the given ref in any way.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Do not alter the given ref in any way

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.866270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.866270Z digest=sha256:0a3c09a4f918c8e777110272c307e9bc4017d6189ce7bf375726e4ba726c18ab

Observation 5fa871d7-3381-4180-a848-1531782dd00e · outbound

This paper cites If the object is unique in the scene, a slightly more detailed description than <s object> is sufficient.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation If the object is unique in the scene, a slightly more detailed description than <s object> is sufficient

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.973264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.973264Z digest=sha256:39044545809948ed7d889d0857f499a02f699c8cc5c0a55717529fe5749f3331

Observation 6cb66cd2-2798-4ceb-bfd9-088a139993d3 · outbound

This paper cites This complex ref must unambiguously and accurately refer to the exact target object uniquely identified by the uid and its associated pixel mask in the video.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation This complex ref must unambiguously and accurately refer to the exact target object uniquely identified by the uid and its associated pixel mask in the video

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.995486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.995486Z digest=sha256:e3f5a404aeeafc1ed5af1e28802bd81cfaa09114e3cde2022102360ec07b5d23

Observation 8328b310-c150-4cdd-8822-ed06a548b9b7 · outbound

This paper cites Crucially: avoid any simple, direct descrip- tions.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Crucially: avoid any simple, direct descrip- tions

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:56.073667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:56.073667Z digest=sha256:d97ed849da52dc603cfdb7155756e46e7dc6a1defc9d01c70688b1570edd9658

Observation 6b420568-b50a-41eb-8bc6-5019cadf7ef4 · outbound

This paper cites an unresolved cited work.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:56.144069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:56.144069Z digest=sha256:98b18b7a1c52c49fc285068f58d04f078fe70193a071cc8f3d81b22ab98c5001

Observation fd931671-1de2-4cd5-80e3-836f0af8c3cf · outbound

This paper cites We observe that the majority of CLIPScore values fall within the range of [0.8, 1], indicating strong se- mantic similarity.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation We observe that the majority of CLIPScore values fall within the range of [0.8, 1], indicating strong se- mantic similarity

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.528985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.528985Z digest=sha256:fb467e51f4c9a78b7893daa5fe7b9351388ff246127c78e016348ba933434b78

Observation d2a8c733-2b73-4fbc-9866-5b07dbf85ef6 · outbound

This paper cites In CVPR, 19108–19118.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation In CVPR, 19108–19118

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.057941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.057941Z digest=sha256:623756ac50686405d88cb266d4ec251be5a17c05073784df9ec8743d35903c3c

Observation 53e14b0e-dad7-493c-9f19-f6dbff676719 · outbound

This paper cites Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:55.318883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:55.318883Z digest=sha256:6f7121167ef16016d579365d0f19f90e56d011d0943b524ff3c042ce4b1c55c0

Observation 22662b78-6232-4296-82c8-475b2160c9ad · outbound

This paper cites BEATs: Audio Pre-Training with Acoustic Tokenizers.

Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation BEATs: Audio Pre-Training with Acoustic Tokenizers

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-06T00:04:54.793915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T00:04:54.793915Z digest=sha256:e57e25fb6f53991029bbe751899aed4094ce63d21c0545f1b17660707d66eab4

Pith citing papers

Observation db790159-92c6-45fd-8a6e-7c42173df7ef · inbound

MAR3: Multi-Agent Recognition, Reasoning, and Reflection for Reference Audio-Visual Segmentation cites this paper.

MAR3: Multi-Agent Recognition, Reasoning, and Reflection for Reference Audio-Visual Segmentation Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation

Reference 46

Resolution
unresolved
no resolver link, observed 2026-07-15T11:46:27.666803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-15T11:46:27.666803Z digest=sha256:02c8adfd8e760b3ca0d52c7ed5139efe76fbaf96be9ebf26aff9927e4b689358

Observation 05a5b4d1-b9a6-45c2-9d6c-d76d1207d3d8 · inbound

PRIMED: Adaptive Modality Suppression for Referring Audio-Visual Segmentation via Biased Competition cites this paper.

PRIMED: Adaptive Modality Suppression for Referring Audio-Visual Segmentation via Biased Competition Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-11T02:30:53.317282Z

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.

source=pdf_text observed=2026-05-11T02:30:44.486435Z digest=sha256:da47403f76aa05a9a3f8c9f2fd3df6bd22338894c73da99d0af9bc790b741cb9