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Paper Citation Record · LEDGER

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

As of 11 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 2026-08-10T06:31:04.303077+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:a24f92962fd7ca72dd6fd1128cdb8cd9c125adfe4cd25ab74310ecf9f8d4d2f3

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:f40501ae433732e9572542128ebc389d80c6e56eadf1d1d7fbc4726cf5af1d69

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=sha256:9563ca619906b1f20780348c48e6a23ab0c2fe66950ce1b9090b482814e9bcea

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=sha256:94394eee75824b455bf86ccf3d06f0575ad54e07adc180e6058de79f39ffefcf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T00:04:56.146973Z digest=sha256:ad09a6e3c67147e35c7b02e2e908a58d70ff120a160cb853c6880bb0be440dc0

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=sha256:3dd011d3960ef3537ba1fd0bf34cafebf7ca460df5632eab9b26a9e238fe6d57

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=sha256:3e1a2c0a4f730509c1d32c1c2b328475f2cce4d7a3f084ef2995e4dcead31cc2

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:b1149f979e39135830cfe67c7e9bc432542ee4720ccbc7be0d99dc3d91262f2d

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=sha256:99e5dabffe8a793461cfbcfd3b260e7253cbf234f06bafee4ff91a11f7a14fe5

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=sha256:06e2b68d92f46ba7ee5fd729607bcc17bfa685923cdea86ef6bfda758fb0fda8

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=sha256:423f1f3c1a57f0286a3e5600fa92f43be901a323a6afe8e10bca702dd53c6f5a

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:a3526c77bef5648b2091b1003ff17eef009ba85cea2960a44a0b0eb3faecc85e

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=sha256:4df7587449586a697dfedb4b34cfa5aa50d910a1a77c5f9c341b238bf3b48487

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:d5a86e74896f0972396b961802c79f8f476a19ee326b40eae56d5b085aea2ccb

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=sha256:28098c739ae5adadd1a7b9cdf4065bef4f0ea7a441150666411c4e70a9ea3e2c

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=sha256:3ff30e0ac0854c6e7bbfe770817c44ff2b239d151a09f27d306023294cc2f9eb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T02:30:44.486435Z digest=sha256:2fec9ff6a91550d199acfa71cc5e7b6e9a639a5c8bf0f6be64822a886e2d92d9