Paper Citation Record · LEDGER

RePOPE: Impact of Annotation Errors on the POPE Benchmark

As of 19 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 3 inbound Pith citation observations for arXiv:2504.15707.

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

pith.paper-citation-record.v1
2504.15707 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:22:34.546628Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-10T22:39:41.308077Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T22:47:37.512841Z

Reference resolution

15 of 15 outbound references displayed

verified exact1
verified fuzzy9
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 66635e0c-7215-4245-ad9a-66b169405424 · outbound

This paper cites DASH: Detection and Assessment of Systematic Hallucinations of VLMs.

RePOPE: Impact of Annotation Errors on the POPE Benchmark DASH: Detection and Assessment of Systematic Hallucinations of VLMs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T11:22:34.479735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 379e2ca2-9ca2-4473-9cd0-892d89495e4e · outbound

This paper cites PaliGemma: A versatile 3B VLM for transfer,.

RePOPE: Impact of Annotation Errors on the POPE Benchmark PaliGemma: A versatile 3B VLM for transfer,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.798589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f430a032-cfb6-44ef-96cd-f7129bc37348 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:22:34.489371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18437d81-1686-4b8b-b492-8ef8d6ca9b26 · outbound

This paper cites Vlmevalkit: An open-source toolkit for eval- uating large multi-modality models.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Vlmevalkit: An open-source toolkit for eval- uating large multi-modality models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.784217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ea2d3139-df35-4f71-b31c-1d3f14210921 · outbound

This paper cites The llama 3 herd of models, 2024.

RePOPE: Impact of Annotation Errors on the POPE Benchmark The llama 3 herd of models, 2024

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.769254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cea5f963-e4c1-4a3e-b0fb-0e2d131b4d4d · outbound

This paper cites Mistral 7b, 2023.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Mistral 7b, 2023

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.754454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 12b36f5c-9eac-4812-9999-4c960507907b · outbound

This paper cites Evaluating object hallucination in large vision- language models, 2023.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Evaluating object hallucination in large vision- language models, 2023

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.738424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9b4c09ee-e210-4ca7-8063-93f1611f356f · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

RePOPE: Impact of Annotation Errors on the POPE Benchmark LLaVA-OneVision: Easy Visual Task Transfer

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:22:34.513952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5e121d7-5ca8-4479-a0bf-15807db911f9 · outbound

This paper cites Llava-next: Improved reasoning, ocr, and world knowledge, 2024.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Llava-next: Improved reasoning, ocr, and world knowledge, 2024

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.723382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b0d3637f-053d-4f92-8518-2f05c4747acb · outbound

This paper cites Ovis: Structural Embedding Alignment for Multimodal Large Language Model.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Ovis: Structural Embedding Alignment for Multimodal Large Language Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:22:34.522788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd129dc8-e509-4440-9286-86b006a3df8d · outbound

This paper cites Instruction tuning with gpt-4, 2023.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Instruction tuning with gpt-4, 2023

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.708169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7029d5d7-b950-492c-8831-b29d877ba214 · outbound

This paper cites Identifying Label Errors in Object Detection Datasets by Loss Inspection.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Identifying Label Errors in Object Detection Datasets by Loss Inspection

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:22:34.602877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 823fefac-537f-4425-a228-c36e47db4227 · outbound

This paper cites PaliGemma 2: A Family of Versatile VLMs for Transfer.

RePOPE: Impact of Annotation Errors on the POPE Benchmark PaliGemma 2: A Family of Versatile VLMs for Transfer

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:22:34.537506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a8960ab-4b6a-4106-8b4c-d30ef9bb77b7 · outbound

This paper cites Microsoft coco: Common objects in context,.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Microsoft coco: Common objects in context,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.693265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 94ed1d88-e9b9-4cac-b775-30938762e912 · outbound

This paper cites Appendix: Additional Plots We show additional scatter plots including precision, recall, true negative rates and yes ratios in Fig.

RePOPE: Impact of Annotation Errors on the POPE Benchmark Appendix: Additional Plots We show additional scatter plots including precision, recall, true negative rates and yes ratios in Fig

Reference 2015

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:22:34.678424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 800c10e7-c1c1-4376-b3ef-1c389858a99d · inbound

Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability cites this paper.

Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability RePOPE: Impact of Annotation Errors on the POPE Benchmark

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:06:08.739556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b73f4f1c-bcc7-4aa7-9827-7b1f95c11455 · inbound

Diagnosing Visual Ignorance in Vision-Language Models cites this paper.

Diagnosing Visual Ignorance in Vision-Language Models RePOPE: Impact of Annotation Errors on the POPE Benchmark

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T16:17:09.193118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 262285c1-bfdb-423e-b4b4-ccf5a5664fbf · inbound

A Good Initialization is All You Need for Faithful Visual Attribution cites this paper.

A Good Initialization is All You Need for Faithful Visual Attribution RePOPE: Impact of Annotation Errors on the POPE Benchmark

Reference 53

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.527710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.