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Paper Citation Record · LEDGER

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

As of 20 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 2026-08-20T06:33:59.587034+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=sha256:3c858f2646bb0bac2263cea96d1c17e9816ebc331c2060f72a5e6c22d94db7d0

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=sha256:9348d42a22ad8310e40ceeb9e2fbf7369e7d3a1f3f101350dfc07c6bd47c72ef

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=sha256:5740c77dec82b9a9b8c9d6f2127dff46165aaabe056282a52405f5498f84e02c

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=sha256:9978f862e7c803cbfcfa61f4ce7b0f6f90c3425ac6eaa112604dd369d1ac9f73

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T00:04:56.146973Z digest=sha256:ff3a92c4607d8a742d0a41da8bdd8725b3e1a0bd5eeddf5c7b150440e26ff1a9

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=sha256:9dab9832aa7727c533ed90d9ae30fd98efe0c0dc60271ca16ec83e8eba46bcb4

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=sha256:192d79e5072fc2c216691d8d53907cdf34f625b8f665040a399631fb9d8c0206

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=sha256:620066af022709b6803e6ed4428bb05a93c5cd99967662f5a1b4df544c481369

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=sha256:5c467dfa57c0825e22fbc287603b9b7b92b6a1491e88d2cfd6cb137244270489

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=sha256:6d900283711599f8971ca33b07a5c4a6db920591c7e3c34704074dd25f6e880b

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=sha256:7e7bce9653f6717d5131370652302f937f1b079e97dce7fdb4cb4bfc0b607fc3

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=sha256:4a7747ed059fc4aa81866fd2dab98ca81706c3df7e6e63deaf8dea80184642e4

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=sha256:7b4c04dd0b8418ec72db0b9ce9b49784da6fa9e823b50d6e74854d42928d839f

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=sha256:09bff245cc1a6410e06d2e991b608b218fd7bacb3e669b594a05c2acc1cce214

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=sha256:1c4202e4ac1cda92d32eb345986b6cc3dfb4b475b79b1ba1cfc6e001f5243dfc

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=sha256:9bb0eee45494cfa0ce1cb7b9e98bb262c99c0624a12b031265c8391d5d665be7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-11T02:30:44.486435Z digest=sha256:a454d84e1e7e2c053d117dd4371a8c6112b0f5c911264a6dc9e0e6c6dc4523e2