Pith. sign in

Paper Citation Record · LEDGER

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

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 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 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:03:29.018110Z

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-11T12:33:32.631346Z digest=sha256:db9cd85b3354015d50674ce2897aea768556552bd0541be02ca25c28e7823389

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=sha256:3d933e43f47772e8a10ed006dc63631e40ec0d423948f395acf97674949a14e0

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:e3dfa1a6de99f26104afc810a7a22c514cac74099697676470f4b8cd28f087a5

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:d379a91432d86b4663d6496bffd62f538201e4a62e4027c27d43aa334b62a0a1

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:c24715c959f6d2876b82bb5f6e1ed34870efef15dfdfc934910d3e957ad2a681

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=sha256:37f482a9bb2e4f50b98eeb5d5b1ffba9b68b34dcea561ac74b368e28a754e0b2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-25T08:31:24.173135Z digest=sha256:c9c6812759466c9d48a71b848468bae5b581a6e38ddf42bdaed06dd2f877fcde

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:eb1dd44f8c6ac831b408a66e454fe1bf6451c9b36711ebfe6b59e91e4a0d3cef

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T05:10:45.144421Z digest=sha256:8379e39d001ea879cd726130cd0c98fbdd7ce2af469a248c95fa36d261123d2f

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-19T16:26:41.094936Z digest=sha256:7ade808e0ef4547a4c44897eaf57f8120b3bc5f2736b3d8f1d24ea712993451c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-21T05:07:12.965100Z digest=sha256:5bce249d1fccd26f77d661f87c34d025a7677062334b4402ced797ea7c2079ec

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-28T11:13:37.291834Z digest=sha256:cd809027278af7a7243f6c041cbcbd4893279578aa62b28e93ea66b8dcad4e1a