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Paper Citation Record · LEDGER

InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2412.14006.

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

pith.paper-citation-record.v1
2412.14006 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:17.717014Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T15:09:55.342040Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 84d1e245-ea60-4124-8039-1caec776250d · inbound

Reasoning Segmentation for Images and Videos: A Survey cites this paper.

Reasoning Segmentation for Images and Videos: A Survey InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-07T14:27:17.717014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:27:17.717014Z digest=sha256:b88b05295ca2179aa46ba9b9256da2e3cae78bedf750398d0904840b614b1c0d

Observation 0cb8fa4d-6035-476f-ae78-1a5d6d762ba8 · inbound

Stepping Out of Similar Semantic Space for Open-Vocabulary Segmentation cites this paper.

Stepping Out of Similar Semantic Space for Open-Vocabulary Segmentation InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T23:50:23.499385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:50:23.499385Z digest=sha256:feeb3599dcb11dfa5e7271f7be0921b38ac3de70e8983c61210a36a0106ee02b

Observation f4985de6-0e9e-413e-9d9e-533167a0afcb · inbound

Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination cites this paper.

Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-19T07:37:08.815588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T07:35:33.844242Z digest=sha256:75f0b00a859073d36033ed176b5ffc501cc2030494fe36edc5c05994583a9c01

Observation 1efbfe80-8fd5-4616-ab54-82ac981fb412 · inbound

HRSeg: High-Resolution Visual Perception and Enhancement for Reasoning Segmentation cites this paper.

HRSeg: High-Resolution Visual Perception and Enhancement for Reasoning Segmentation InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T16:43:54.814425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:43:54.814425Z digest=sha256:b54d18a521e28b599720c197cf3c3adb03b08c3b579cfb1053896ef510bb85c3

Observation bea7abe0-b952-43a6-94a7-a136d97a04fc · inbound

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language Models

Reference 80

Resolution
verified exact
arxiv_id, observed 2026-07-04T15:09:55.344279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-26T01:50:54.242508Z digest=sha256:d2899ed7b3a98c8346613a072cac6b2573fb80b117f9253d7d53441421925bdd