Paper Citation Record · LEDGER

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation

As of 19 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2509.05751.

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

pith.paper-citation-record.v1
2509.05751 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:09:31.796671Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

39 of 39 outbound references displayed

verified exact3
verified fuzzy6
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 85a03be2-df4d-42fd-a9d3-5219828db6d0 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.588137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42dbddd7-5c1b-420e-85e1-0abb9a1b189f · outbound

This paper cites write newline.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.594074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a973ec89-026b-4103-add5-939214f96595 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.488499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 70b5a3b0-1b10-422e-a7fd-5fa4f7c635bd · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.471764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ac3505c1-4a41-4359-a158-c7dde23fa8f5 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.455183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1de5b472-8e27-4d02-a978-97a5be9d043f · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.437978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3fa72042-2c98-4c4b-bb0e-667f7dfc6bbd · outbound

This paper cites Automated Vehicles Should be Connected with Natural Language.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Automated Vehicles Should be Connected with Natural Language

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.627078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a13c9c59-2268-429a-a82f-038ede6a8a0d · outbound

This paper cites LangCoop: Collaborative Driving with Language.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation LangCoop: Collaborative Driving with Language

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.633329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c8dee1f-0de2-40bd-bdd1-68b2e8a3345d · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.420870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9f098e47-da98-4ab0-83ae-23cde9e9ba51 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.403004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7c4f71b7-f2b0-47e1-923b-632793988087 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.386106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eb69c06d-0a21-4e1f-b46f-857d40787320 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.368888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c62e8ed7-b23f-4150-9cb3-41d4be3320f0 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.351637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 63d356e0-0759-447c-9763-741367b96fa1 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.334412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cff9ce97-b9ba-401e-82fe-fa7684435c61 · outbound

This paper cites Referring Video Object Segmentation via Language-aligned Track Selection.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Referring Video Object Segmentation via Language-aligned Track Selection

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:09:32.003729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1ea505db-1afc-4199-a248-37a7ea2c73d3 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.318372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6f58ab51-50e7-4927-8522-9b34898304e5 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.301353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 112a1780-43ec-4bc2-9be2-5218a3c89554 · outbound

This paper cites GLUS: Global-Local Reasoning Unified into A Single Large Language Model for Video Segmentation.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation GLUS: Global-Local Reasoning Unified into A Single Large Language Model for Video Segmentation

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:09:31.977624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ae561926-da3b-4213-96ba-57e549416440 · outbound

This paper cites Y.; and Xie, X.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Y.; and Xie, X

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:09:32.283768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b2fa877a-1843-4f72-861b-c01bb8f7d0bb · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.697127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4018b182-2b01-4f85-9bda-7b41ff0a37b3 · outbound

This paper cites D.; and Kanade, T.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation D.; and Kanade, T

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:09:32.267458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 28a8cd27-4156-4731-99a6-a57e3a5b2008 · outbound

This paper cites In-Context Learning State Vector with Inner and Momentum Optimization.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation In-Context Learning State Vector with Inner and Momentum Optimization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.707883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a62cef5f-e350-42d5-b4a7-ac913721dcba · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.250616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f8ab142d-c508-4dad-8568-8f91a173b1ea · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.231373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a411ea60-75ae-4c10-af69-fdce08f46331 · outbound

This paper cites Y.; Shen, C.; and van den Hengel, A.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Y.; Shen, C.; and van den Hengel, A

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:09:32.214589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eb5b28db-94ac-48bf-a1e9-5a2a22cd0ea9 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.196406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2c10c044-36a1-407c-a76b-e9d9991257ce · outbound

This paper cites W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; Krueger, G.; and Sutskever, I.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation W.; Hallacy, C.; Ramesh, A.; Goh, G.; Agarwal, S.; Sastry, G.; Askell, A.; Mishkin, P.; Clark, J.; Krueger, G.; and Sutskever, I

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:09:32.178330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 80b246c0-3bdb-42ce-9d4a-af67b79adf7e · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation SAM 2: Segment Anything in Images and Videos

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.737886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3835a1da-5f9a-44c7-aa6a-17692b695cd7 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.160583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3e272896-3fd5-4f6c-baaa-e509b1098b6a · outbound

This paper cites N.; Kaiser, .; and Polosukhin, I.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation N.; Kaiser, .; and Polosukhin, I

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.748735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 136eb2fc-797a-48b1-9c68-ba340fccdc9c · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.128569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9ea3d715-7a0c-43e1-96a9-31bf0a037463 · outbound

This paper cites VISA: Reasoning Video Object Segmentation via Large Language Models.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation VISA: Reasoning Video Object Segmentation via Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.758998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb2531a2-8486-4704-a5ea-2c0e4ef4f22b · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.109931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 587ccb64-140a-42a6-a040-0bc69d812397 · outbound

This paper cites Y.; Chen, H.; Liu, Y.; Fan, C.; Zhuge, Y.; and Shen, C.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Y.; Chen, H.; Liu, Y.; Fan, C.; Zhuge, Y.; and Shen, C

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:09:32.092903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e2d99eb2-798a-4c67-b971-3a478e1b5748 · outbound

This paper cites Large Language Models for Spatial Trajectory Patterns Mining.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Large Language Models for Spatial Trajectory Patterns Mining

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:09:31.879494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dd204a70-d312-42b5-b8a4-8b8f3464d726 · outbound

This paper cites ViLLa: Video Reasoning Segmentation with Large Language Model.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation ViLLa: Video Reasoning Segmentation with Large Language Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.781108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c541477-9d6e-4057-a79d-1a24017fe32f · outbound

This paper cites Y.; and Huang, K.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Y.; and Huang, K

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:09:32.075028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7e0c9b2b-081e-4ee3-9195-3e7ca78dbca9 · outbound

This paper cites Tracking with Human-Intent Reasoning.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Tracking with Human-Intent Reasoning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T05:09:31.791730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 403b1ab6-6046-4fc7-b116-24c4758cec89 · outbound

This paper cites an unresolved cited work.

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:09:32.057288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.