Pith. sign in

Paper Citation Record · LEDGER

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

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 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 13 of 13 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 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T04:22:42.231785Z

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-11T12:33:32.631346Z digest=sha256:28e892ff88b8ea8ccb0155569f499af9a5f4e620f139034b132533aff0c313a8

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.

source=arxiv_source observed=2026-08-09T04:22:42.231785Z digest=sha256:52624a1a909b4120893413c732e4f0ac3240c49ebe3e3070ad8a70e34a4e6f90

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.

source=pdf_text observed=2026-08-07T15:03:29.018110Z digest=sha256:843de2e8745d6c9e1df998373c52e661bc7df25e33bc099977f942af1d4ea377

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.

source=pdf_text observed=2026-08-07T14:18:40.942389Z digest=sha256:d68295cd96111a422675833aeabac59136f379e995e7653d705ec7c73c6ddb4a

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.

source=arxiv_source observed=2026-08-07T13:45:58.323400Z digest=sha256:2af83d8e052e1d4094a9424f4b903aef619c9413e7797e7fc89524c327304920

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.

source=pdf_text observed=2026-08-06T23:27:19.340811Z digest=sha256:ef748c4ef95ef5fe93b951c85f48c26afd8b2622400fe0348ab924d03bdd0e2c

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.

source=pdf_text observed=2026-08-06T19:38:19.574901Z digest=sha256:812000becc3c17ccc9989f633720b6f165e56455a161589b0ca4c9ae2bf76f91

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T08:31:24.173135Z digest=sha256:68d5567fb217307c47029c91c77d87c131bdee596e9e6360f8697cca375208c7

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.

source=pdf_text observed=2026-08-05T19:52:50.363102Z digest=sha256:9b3af9a7bb3c9a51f149eb4e5153c9df5622e2404a73e8a62015379e300e2c16

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T05:10:45.144421Z digest=sha256:ea753107b80e0187afb058ec1b7b23c7ce5c35bfb15e7867b1343c90617136e6

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-19T16:26:41.094936Z digest=sha256:3eb6f7d9e83aefaf44466f7303f56e1d451a8c1983793efd6c18229c91d252e6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-21T05:07:12.965100Z digest=sha256:a3da7959761f853a4504f69979b6338a932c885498cd30e583a8c1d5b0b95053

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-28T11:13:37.291834Z digest=sha256:8e0e2d79e4bbb6f72d2bbe7075cc7727026c42e766aed367e3aa532c3a50d794