Paper Citation Record · LEDGER

Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2411.12591.

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

pith.paper-citation-record.v1
2411.12591 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:33:13.663322Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T17:18:53.747034Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 50ea1800-5255-440e-951f-995cfe6c9911 · inbound

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

Hallucination of Multimodal Large Language Models: A Survey Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 220

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:33:33.443213Z

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.

Observation 3b478f3d-7e97-4776-97be-1a2b1dc81a7f · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 89

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.749212Z

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.

Observation 7f35f66e-4cbe-463e-a511-e8f97f085ad1 · inbound

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM cites this paper.

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T12:33:13.663322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1235f923-a65d-4a8e-b541-feeaed84209a · inbound

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey cites this paper.

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 177

Resolution: unresolved; no resolver link, observed 2026-08-05T20:29:00.846334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 140f773a-c2e3-468a-b8c4-9dc3f4a975b4 · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.812797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74692ec0-193e-4668-9bc6-eeab11ca3654 · inbound

On Semiotic-Grounded Interpretive Evaluation of Generative Art cites this paper.

On Semiotic-Grounded Interpretive Evaluation of Generative Art Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:20:52.681366Z

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.

Observation 86f32005-f045-4120-a6e7-e2ddc4732861 · inbound

Learn to Think: Improving Multimodal Reasoning through Vision-Aware Self-Improvement Training cites this paper.

Learn to Think: Improving Multimodal Reasoning through Vision-Aware Self-Improvement Training Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:22:23.500754Z

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.

Observation a612626b-f8e3-49ce-ba22-58413842c0b3 · inbound

CL-Anomaly: Layer-Adaptive Mixture-of-Experts with Multimodal Large Language Model for Continual Learning in Anomaly Detection cites this paper.

CL-Anomaly: Layer-Adaptive Mixture-of-Experts with Multimodal Large Language Model for Continual Learning in Anomaly Detection Thinking Before Looking: Improving Multimodal LLM Reasoning via Mitigating Visual Hallucination

Reference 65

Resolution: unresolved; no resolver link, observed 2026-07-12T06:01:58.407747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.