Paper Citation Record · LEDGER

Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 32 inbound Pith citation observations for arXiv:2311.03287.

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

pith.paper-citation-record.v1
2311.03287 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 32 of 32 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 32 of 32 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:36:01.515518Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

13
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation ff24e5da-4506-4355-b64f-002e8832d4f9 · inbound

HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models cites this paper.

HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-17T01:22:04.234212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ebfe2f07-3c75-4b6a-a751-44e18dc5068f · inbound

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

AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T06:44:30.262451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ddbb870b-eb65-473c-8a3e-37105368e416 · inbound

MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI cites this paper.

MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:37:41.534907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bf728daf-04cd-40d3-beef-b4ec9094b761 · inbound

Aligning Modalities in Vision Large Language Models via Preference Fine-tuning cites this paper.

Aligning Modalities in Vision Large Language Models via Preference Fine-tuning Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 148

Resolution: verified exact; arxiv_id, observed 2026-05-17T10:58:53.546482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 843c5b41-4c00-434c-858d-3927250e8056 · inbound

Hallucination of Multimodal Large Language Models: A Survey cites this paper.

Hallucination of Multimodal Large Language Models: A Survey Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:33:33.674593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 29a9a4b3-5599-41c9-bfb1-12a5d0886c58 · inbound

MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark cites this paper.

MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-14T00:51:48.311350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 63ef5773-677f-46be-b879-13714b1101c6 · inbound

Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents cites this paper.

Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-12T20:36:01.515518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42cda6cf-3a86-4c3a-8d5b-89fe3377ee2c · inbound

MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs cites this paper.

MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 204

Resolution: unresolved; no resolver link, observed 2026-08-12T14:31:37.541042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20206ef5-eceb-41e4-8c30-7ee4abbeb3cc · inbound

A Survey on LLM-as-a-Judge cites this paper.

A Survey on LLM-as-a-Judge Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-23T17:35:44.131194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 98d8cb26-975d-4b41-9612-88f9539f5496 · inbound

Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey cites this paper.

Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-12T12:02:30.756702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 561cd4a1-8056-4b82-a77f-dacda2679469 · inbound

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization cites this paper.

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T20:04:44.066803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e138070-41d0-4e3f-bdc8-b36ac86a8f5a · inbound

Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey cites this paper.

Next Token Prediction Towards Multimodal Intelligence: A Comprehensive Survey Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-11T14:59:01.441016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5ba4fad-8213-4420-bc26-8d22e767bea7 · inbound

Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models cites this paper.

Visual Attention Never Fades: Selective Progressive Attention ReCalibration for Detailed Image Captioning in Multimodal Large Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T15:26:18.773637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 768832a9-f603-4e34-b418-b6814546e022 · inbound

Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models cites this paper.

Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:57:05.334727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a6031b0-b757-40da-93a5-a0b724e77eed · inbound

More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models cites this paper.

More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:31.022254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a342a713-9f91-4ec9-8763-5e592fbf8f3b · inbound

MINT: Multimodal Instruction Tuning with Multimodal Interaction Grouping cites this paper.

MINT: Multimodal Instruction Tuning with Multimodal Interaction Grouping Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:05.365315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbef4c86-23a9-4ba7-b7a3-cc1c5e026a43 · inbound

VFaith: Do Large Multimodal Models Really Reason on Seen Images Rather than Previous Memories? cites this paper.

VFaith: Do Large Multimodal Models Really Reason on Seen Images Rather than Previous Memories? Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:31.956173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dc3ed3a-6c1c-4447-86d3-7920bfa1d718 · inbound

MMSearch-R1: Incentivizing LMMs to Search cites this paper.

MMSearch-R1: Incentivizing LMMs to Search Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-16T15:27:04.393958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4811ed1c-9612-4de6-88c1-94a4cd2b6bcb · inbound

When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models cites this paper.

When Seeing Overrides Knowing: Disentangling Knowledge Conflicts in Vision-Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-19T03:52:01.236209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8bb18e6c-0a36-4174-b164-8be67e122398 · inbound

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text cites this paper.

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T21:07:08.705961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6a4f47f-e237-4390-bf52-d4f3f140aec1 · inbound

SEAM: Semantically Equivalent Across Modalities Benchmark for Vision-Language Models cites this paper.

SEAM: Semantically Equivalent Across Modalities Benchmark for Vision-Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T16:32:42.784068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 120d8ccb-a6e9-43a6-b27c-786c1fa9b044 · inbound

OutSafe-Bench: A Benchmark for Multimodal Offensive Content Detection in Large Language Models cites this paper.

OutSafe-Bench: A Benchmark for Multimodal Offensive Content Detection in Large Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-17T22:30:23.277475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2dfa594c-ef48-4197-9504-20329bf13ed2 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 90

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:25:59.412028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b248a9a3-f17b-4c3b-9c70-6db9d299c7fd · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Reference 102

Resolution: unresolved; no resolver link, observed 2026-07-12T22:48:45.647588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0405a3e4-74e4-4cfa-b6c6-b97bea4e2d2a · inbound

LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models cites this paper.

LLM-as-Judge Framework for Evaluating Tone-Induced Hallucination in Vision-Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:15:50.359030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation b5ce5dba-2a4f-401e-87a3-5a4eadf186b5 · inbound

R-CoV: Region-Aware Chain-of-Verification for Alleviating Object Hallucinations in LVLMs cites this paper.

R-CoV: Region-Aware Chain-of-Verification for Alleviating Object Hallucinations in LVLMs Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:36:04.175666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 9dcab205-f994-42eb-a4b2-b498b22e5e20 · inbound

Evading Visual Aphasia: Contrastive Adaptive Semantic Token Pruning for Vision-Language Models cites this paper.

Evading Visual Aphasia: Contrastive Adaptive Semantic Token Pruning for Vision-Language Models Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:36:38.017520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f4e4e104-bf46-425c-9fcf-ff165daf8d9d · inbound

What Makes LVLMs Hallucinate Less? Unveiling the Architectural Factors Behind Hallucination Robustness cites this paper.

What Makes LVLMs Hallucinate Less? Unveiling the Architectural Factors Behind Hallucination Robustness Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-06-28T23:22:46.609083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 539d801c-ca8a-4bfd-981a-e08222407ceb · inbound

MolSight: A Graph-Aware Vision-Language Model for Unified Chemical Image Understanding cites this paper.

MolSight: A Graph-Aware Vision-Language Model for Unified Chemical Image Understanding Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-07-03T15:48:35.056090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 696a0866-9583-409f-af6d-37039c033630 · inbound

MolSight: A Graph-Aware Vision-Language Model for Unified Chemical Image Understanding cites this paper.

MolSight: A Graph-Aware Vision-Language Model for Unified Chemical Image Understanding Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T02:04:23.607532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f86b393c-331b-4a4f-a613-2f01ee4ecc87 · inbound

Contextualized Evaluation of Vision Language Models through Dynamic, Multi-turn Interactions cites this paper.

Contextualized Evaluation of Vision Language Models through Dynamic, Multi-turn Interactions Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T01:58:02.568272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae8db77a-1ced-4a00-901d-ca31dd04de34 · inbound

X$^3$-OPD: Distilling Reasoning into Large Audio-Language Models via On-Policy Alignment cites this paper.

X$^3$-OPD: Distilling Reasoning into Large Audio-Language Models via On-Policy Alignment Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-01T07:12:16.200386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.