Paper Citation Record · LEDGER

More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 33 inbound Pith citation observations for arXiv:2505.21523.

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

pith.paper-citation-record.v1
2505.21523 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 33 of 33 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:07:34.503639Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T12:15:01.137692Z

Reference resolution

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verified exact0
verified fuzzy0
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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 7ae09349-ea87-48c8-8ee1-e57bfa4b6b35 · inbound

Self-Rewarding Vision-Language Model via Reasoning Decomposition cites this paper.

Self-Rewarding Vision-Language Model via Reasoning Decomposition More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T21:06:50.807141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 63bc07eb-bff2-4e17-abbe-ae9c42853e4f · inbound

Video Parallel Scaling: Aggregating Diverse Frame Subsets for VideoLLMs cites this paper.

Video Parallel Scaling: Aggregating Diverse Frame Subsets for VideoLLMs More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T18:36:44.146554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 83665122-a725-4609-af31-53f5170105e1 · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 108

Resolution: unresolved; no resolver link, observed 2026-08-04T16:07:34.503639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3fb5391-6933-47cc-9b1d-335438a1934f · inbound

RadAgents: Multimodal Agentic Reasoning for Chest X-ray Interpretation with Radiologist-like Workflows cites this paper.

RadAgents: Multimodal Agentic Reasoning for Chest X-ray Interpretation with Radiologist-like Workflows More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T13:42:38.558564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation dc1e5cb2-075b-41e1-b5c1-d43d63842083 · inbound

VisRAG2.0: Mitigating Visual Hallucinations via Evidence-Guided Multi-Image Reasoning in Visual Retrieval-Augmented Generation cites this paper.

VisRAG2.0: Mitigating Visual Hallucinations via Evidence-Guided Multi-Image Reasoning in Visual Retrieval-Augmented Generation More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T10:40:40.740096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da0087b7-0951-4740-9dee-be939234e3db · inbound

MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs cites this paper.

MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 33

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T19:54:20.227861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation da157f09-dd73-45f4-8fc4-a99bbbdae4dc · inbound

MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs cites this paper.

MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T21:44:00.763365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 451c8cd8-21d6-42e4-b175-0676de1dab8d · inbound

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space cites this paper.

Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T23:03:38.836683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 325a4fab-0c09-4c11-86de-22bdea499000 · inbound

SAVAA: Mitigating Hallucinations in LVLMs via Step-wise Adaptive Visual Attention Amplification cites this paper.

SAVAA: Mitigating Hallucinations in LVLMs via Step-wise Adaptive Visual Attention Amplification More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-02T23:33:15.351162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42004759-81a5-471a-9f69-a12430e11910 · inbound

GraphThinker: Reinforcing Temporally Grounded Video Reasoning with Event Graph Thinking cites this paper.

GraphThinker: Reinforcing Temporally Grounded Video Reasoning with Event Graph Thinking More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T20:50:17.334014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b4ae380b-8e2d-4288-a5e7-958be10e4c51 · inbound

Deeper Thought, Weaker Aim: Understanding and Mitigating Perceptual Impairment during Reasoning in Multimodal Large Language Models cites this paper.

Deeper Thought, Weaker Aim: Understanding and Mitigating Perceptual Impairment during Reasoning in Multimodal Large Language Models More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T12:00:04.289571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 5f6b6d9d-84bf-4d47-9072-6fa7ea074f9e · inbound

Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models cites this paper.

Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T20:53:16.218582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a81f12c7-de64-4dad-852a-c6f9890af1ae · inbound

Improving Vision-language Models with Perception-centric Process Reward Models cites this paper.

Improving Vision-language Models with Perception-centric Process Reward Models More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T21:41:16.890270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 66284184-9f59-437d-b3e7-cc5eb0d9b949 · inbound

Large Vision-Language Models Get Lost in Attention cites this paper.

Large Vision-Language Models Get Lost in Attention More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:26:10.200461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1cd652fd-f243-4178-bc88-fec3b050998e · inbound

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning cites this paper.

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:11:22.822139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 31846d43-c9e1-40eb-bc54-e9ae2f72acf9 · inbound

SeePhys Pro: Diagnosing Modality Transfer and Blind-Training Effects in Multimodal RLVR for Physics Reasoning cites this paper.

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T07:47:31.574014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 4f42979c-e124-4977-b9ee-a19690deec11 · 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 More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T06:22:23.483524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 01c6ca92-d750-4ebb-9d36-98bb9d000b27 · inbound

Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth cites this paper.

Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T10:53:13.110571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9ae7aa53-c71e-4641-9469-3f9da989db4b · inbound

Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth cites this paper.

Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T16:34:34.452430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4b6c940-6424-4364-94d9-b1e86e5b3c3d · inbound

Hallucination as Exploit: Evidence-Carrying Multimodal Agents cites this paper.

Hallucination as Exploit: Evidence-Carrying Multimodal Agents More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-20T09:48:11.608841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1cc36f95-db99-4279-8ee8-bcc5fe0800ed · inbound

Hallucination as Exploit: Evidence-Carrying Multimodal Agents cites this paper.

Hallucination as Exploit: Evidence-Carrying Multimodal Agents More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-22T09:01:20.093989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 669c70f8-31b3-46fd-b315-a9f6b41448b9 · inbound

HalluWorld: A Controlled Benchmark for Hallucination via Reference World Models cites this paper.

HalluWorld: A Controlled Benchmark for Hallucination via Reference World Models More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 41

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T05:53:04.305615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ca1ce379-d2b8-419e-bb4b-08a71fff2d98 · inbound

From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models cites this paper.

From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T05:13:21.551928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d3adeadb-f711-4912-a19c-a688110d5a4b · inbound

EpiCurveBench: Evaluating VLMs on Epidemic Curve Digitization cites this paper.

EpiCurveBench: Evaluating VLMs on Epidemic Curve Digitization More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T18:33:50.476000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f79881f4-951c-4cbc-a997-e876a90ecacc · inbound

Self-Ensembling Vision-Language Models for Chart Data Extraction cites this paper.

Self-Ensembling Vision-Language Models for Chart Data Extraction More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:53:47.298309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d601409d-3531-405a-b622-1f6ca0855ec9 · inbound

On Asymmetric Optimization of Reasoning and Perception in Vision-Language Model Post-Training cites this paper.

On Asymmetric Optimization of Reasoning and Perception in Vision-Language Model Post-Training More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:43:13.832238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 25953f24-ddd2-4e77-ae61-b8555f0a327b · inbound

Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning cites this paper.

Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:06:16.644815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a0a2e023-50dc-4f30-8cbc-e448a5e02c4b · inbound

GroupToM-Bench: Benchmarking Group Theory of Mind and Nonlinear Social Emergence in MLLMs cites this paper.

GroupToM-Bench: Benchmarking Group Theory of Mind and Nonlinear Social Emergence in MLLMs More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-07-02T02:46:29.077240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 74e852f3-415a-4659-82f6-bc52ec72d60f · inbound

CARE: Competence-Aware Reward Shaping for Adaptive Reasoning Length in Video-MLLMs cites this paper.

CARE: Competence-Aware Reward Shaping for Adaptive Reasoning Length in Video-MLLMs More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 11

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:29:31.431620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 011f6185-37c3-471e-ae1e-e567d46ea07c · inbound

No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs cites this paper.

No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T10:25:41.393954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1144de53-c972-4ad5-8932-77bd59fb6d88 · inbound

H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation cites this paper.

H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-07-12T09:29:14.105502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ac552f4-d454-462e-8531-9f115af46df3 · inbound

When Thinking Hurts: Epistemic Signals in the Reasoning Chains of Visual Language Models cites this paper.

When Thinking Hurts: Epistemic Signals in the Reasoning Chains of Visual Language Models More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-07-10T01:06:40.152278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 29264934-8e8d-433a-86c5-a63a1c26b6f5 · inbound

MissingBench-Verified: Probing Vision-Language Models' Inability to Detect Missing Object Parts cites this paper.

MissingBench-Verified: Probing Vision-Language Models' Inability to Detect Missing Object Parts More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T14:44:02.649466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.