Paper Citation Record · LEDGER

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs

As of 13 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2607.29412.

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

pith.paper-citation-record.v1
2607.29412 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:33:41.920832Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

18 of 18 outbound references displayed

verified exact0
verified fuzzy0
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 378839f5-de88-42d7-84d3-0e7707b169e8 · outbound

This paper cites Attention Hijackers: Detect and Disentangle Attention Hijacking in LVLMs for Hallucination Mitigation.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Attention Hijackers: Detect and Disentangle Attention Hijacking in LVLMs for Hallucination Mitigation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:40.368936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 653afc27-c403-4275-b1a3-ced85b8b1743 · outbound

This paper cites Yes” and“No.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Yes” and“No

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.920832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77c0148a-1d8d-43ec-afcb-9abb3eadf845 · outbound

This paper cites InProceedingsof the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 13418–13427.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs InProceedingsof the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 13418–13427

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:40.710292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9a68546-ceca-4793-b0a2-44cdf705f673 · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP 2024, 4542–4551.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs InFindings of the Association for Computational Linguistics: EMNLP 2024, 4542–4551

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:40.849824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49051ab1-1904-4b6a-a5b8-524954e77860 · outbound

This paper cites Mechanisms of Prompt-Induced Hallucination in Vision-Language Models.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Mechanisms of Prompt-Induced Hallucination in Vision-Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.508038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6dafd97-f7c0-4224-b8b0-faf0d9067986 · outbound

This paper cites arXiv:2505.16411.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs arXiv:2505.16411

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.601527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8791458-a3bf-460a-b865-a9b6c84fe5ed · outbound

This paper cites AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.848506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b37d48ac-b4cd-4897-b8d8-995c1cfecbe2 · outbound

This paper cites Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.893076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf5dfbbe-ae5a-46ce-9ac9-c7ec2250589c · outbound

This paper cites Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.911340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef72004c-976b-4f46-82b5-678fe5cacc2f · outbound

This paper cites Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.915824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96aab627-c1c3-4bcf-9f47-1d464b1101a6 · outbound

This paper cites MetaToken: Detecting Hallucination in Image Descriptions by Meta Classification.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs MetaToken: Detecting Hallucination in Image Descriptions by Meta Classification

Reference 2003

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:40.450322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b909f41-c737-40e4-8e6a-632757d63122 · outbound

This paper cites InEuropean conference on computer vision, 740–755.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs InEuropean conference on computer vision, 740–755

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.179513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53f262a6-6b18-4d71-b765-25bc2a614948 · outbound

This paper cites InProceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, 4035–4045.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs InProceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, 4035–4045

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.357547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 713b272c-2679-4f99-8097-9d51f2c21e3e · outbound

This paper cites In-context Learning and Induction Heads.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs In-context Learning and Induction Heads

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.272174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 075ae684-2ced-4244-b13b-e3ade1276725 · outbound

This paper cites InProceedings of the 2023 conference on empiricalmethodsinnaturallanguageprocessing,292–305.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs InProceedings of the 2023 conference on empiricalmethodsinnaturallanguageprocessing,292–305

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.012591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 757db526-452f-44f0-8e53-59a546bb89d4 · outbound

This paper cites Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Cracking the Code of Hallucination in LVLMs with Vision-aware Head Divergence

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:40.652321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34f675f9-828d-41c7-b899-29a74c96433b · outbound

This paper cites Qwen3-VL Technical Report.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Qwen3-VL Technical Report

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:40.176684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 302a79d4-1dac-43e9-aa9d-ad7eb81eae6f · outbound

This paper cites Lin, T.-Y.; Maire, M.; Belongie, S.; Hays, J.; Perona, P.; Ramanan, D.; Dollár, P.; and Zitnick, C.

Role-Break in Attention Heads: Understanding and Detecting Hallucinations in VLMs Lin, T.-Y.; Maire, M.; Belongie, S.; Hays, J.; Perona, P.; Ramanan, D.; Dollár, P.; and Zitnick, C

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-03T07:33:41.101186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.