Paper Citation Record · LEDGER

Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2402.14545.

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

pith.paper-citation-record.v1
2402.14545 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:31:52.519576Z

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

1
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 a9f9c6fc-09ec-4c3b-96d7-acbda7708a63 · inbound

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

Hallucination of Multimodal Large Language Models: A Survey Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 201

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:33:33.345410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 45b95102-efd4-4764-bfc2-b8214571565a · inbound

CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs cites this paper.

CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T17:18:04.191280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a023b58-55ce-49b4-a52a-f0c56adade20 · inbound

Efficient Self-Improvement in Multimodal Large Language Models: A Model-Level Judge-Free Approach cites this paper.

Efficient Self-Improvement in Multimodal Large Language Models: A Model-Level Judge-Free Approach Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T12:42:49.281803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7e8c863-b246-4a27-a189-8bfd7158b631 · inbound

Probing Visual Language Priors in VLMs cites this paper.

Probing Visual Language Priors in VLMs Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-10T22:55:54.293485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 796eb078-b12f-4a14-afe3-79e1ead14841 · inbound

Cross-Modal Attention Calibration for LVLM Hallucination Mitigation cites this paper.

Cross-Modal Attention Calibration for LVLM Hallucination Mitigation Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T22:20:38.229673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db51e8cf-b656-4296-9df9-53d5ca57e3d8 · inbound

Mirage in the Eyes: Hallucination Attack on Multi-modal Large Language Models with Only Attention Sink cites this paper.

Mirage in the Eyes: Hallucination Attack on Multi-modal Large Language Models with Only Attention Sink Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-10T14:29:28.323931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a03e7f78-8efd-483f-b46f-3dc9e7866ee4 · 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 Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-09T15:26:18.979301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49b428f6-1ddf-4784-ac33-00a6dcfe5255 · inbound

The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering cites this paper.

The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-09T04:22:42.231785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e235796-87d5-4eb7-bf34-037e04bb9c8c · inbound

Hallucination-Aware Multimodal Benchmark for Gastrointestinal Image Analysis with Large Vision-Language Models cites this paper.

Hallucination-Aware Multimodal Benchmark for Gastrointestinal Image Analysis with Large Vision-Language Models Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T22:31:52.519576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 013a8dc0-3007-41b1-beed-7273a0e9525b · inbound

Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding cites this paper.

Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T15:03:29.018110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92015d10-50dc-43c7-a817-b1ebbaa634cb · inbound

Enhancing Visual Reliance in Text Generation: A Bayesian Perspective on Mitigating Hallucination in Large Vision-Language Models cites this paper.

Enhancing Visual Reliance in Text Generation: A Bayesian Perspective on Mitigating Hallucination in Large Vision-Language Models Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:18:40.942389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd87b182-3dfc-4ccd-88fe-b8d196ab0a0f · inbound

LPOI: Listwise Preference Optimization for Vision Language Models cites this paper.

LPOI: Listwise Preference Optimization for Vision Language Models Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T13:45:58.323400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a4157b9-c626-4e58-ae53-43ce1a26264a · inbound

PostAlign: Multimodal Grounding as a Corrective Lens for MLLMs cites this paper.

PostAlign: Multimodal Grounding as a Corrective Lens for MLLMs Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T23:27:19.340811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96b9cab1-d2a4-41a3-aa61-3ccb702988e5 · inbound

INTER: Mitigating Hallucination in Large Vision-Language Models by Interaction Guidance Sampling cites this paper.

INTER: Mitigating Hallucination in Large Vision-Language Models by Interaction Guidance Sampling Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T19:38:19.574901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f77dc13-f81d-49fb-849a-05483bc6d343 · inbound

Mitigating Object Hallucinations via Sentence-Level Early Intervention cites this paper.

Mitigating Object Hallucinations via Sentence-Level Early Intervention Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-25T08:35:32.558627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d65f81b4-967e-404e-8654-878df42752e8 · inbound

The Devil is in the EOS: Sequence Training for Detailed Image Captioning cites this paper.

The Devil is in the EOS: Sequence Training for Detailed Image Captioning Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T17:54:07.475975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b6617e6-dee4-468c-9fce-02b3789331cf · inbound

Controlling Multimodal LLMs via Reward-guided Decoding cites this paper.

Controlling Multimodal LLMs via Reward-guided Decoding Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T19:52:50.363102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd0b7c25-147b-44c6-8fd0-3897098e1967 · inbound

Mitigating Multimodal Hallucination via Phase-wise Self-reward cites this paper.

Mitigating Multimodal Hallucination via Phase-wise Self-reward Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:38:43.245604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9fa7eeb8-c255-4e13-9dae-445bec2bae32 · inbound

Deep Pre-Alignment for VLMs cites this paper.

Deep Pre-Alignment for VLMs Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 82

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:27:39.093180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9ac6bc23-4498-4d9b-b56d-d0a26ec3ccac · inbound

Reducing Object Hallucination in LVLMs via Emphasizing Image-negative Tokens cites this paper.

Reducing Object Hallucination in LVLMs via Emphasizing Image-negative Tokens Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:09:38.519003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4e7fa57f-7bf5-4aff-bcc4-3f2b6c447aad · inbound

P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization cites this paper.

P$^2$-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective

Reference 114

Resolution: verified exact; arxiv_id, observed 2026-07-02T02:06:27.103366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.