Paper Citation Record · LEDGER

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs

As of 1 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2605.02735.

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

pith.paper-citation-record.v1
2605.02735 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-09T15:47:49.982564Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-01T06:32:01.292127+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T16:13:17.573307Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

47 of 47 outbound references displayed

verified exact14
verified fuzzy31
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3a2c6d5f-8b2d-4508-80e2-23be1da2faab · outbound

This paper cites Qwen2.5-VL Technical Report.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Qwen2.5-VL Technical Report

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-11T16:36:09.579251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation cc5c100b-b3ca-4721-848f-e2f4db540260 · outbound

This paper cites Qwen2.5-vl technical report.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Qwen2.5-vl technical report

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.991467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 66037d08-075a-43d3-afba-1f975d3c4ec1 · outbound

This paper cites UniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs UniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:36:09.631193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 519fb987-1521-4309-885f-e59d3d4a5cf7 · outbound

This paper cites Sft or rl? an early investigation into training r1-like reasoning large vision-language models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Sft or rl? an early investigation into training r1-like reasoning large vision-language models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.978226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation ba3b1d82-cfba-413d-aa70-88101c9f74d8 · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models?.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-12T19:41:44.612219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 529ad48e-7849-43da-8eb9-57d01a694020 · outbound

This paper cites Think with 3d: Geometric imagination grounded spatial reasoning from limited views.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Think with 3d: Geometric imagination grounded spatial reasoning from limited views

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.917571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation a6291f43-4fd3-49e4-ab53-0d6edfb426e7 · outbound

This paper cites Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.984613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation ed1cadea-6207-4b5c-8aa3-40ecee404002 · outbound

This paper cites BLINK: Multimodal Large Language Models Can See but Not Perceive.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs BLINK: Multimodal Large Language Models Can See but Not Perceive

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:18:15.850579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 8f4b7016-b63a-4096-99f4-7ea0ca3e514f · outbound

This paper cites Refocus: Visual editing as a chain of thought for structured image understanding.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Refocus: Visual editing as a chain of thought for structured image understanding

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.998588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation c7ec3e4d-a5c5-44ff-bfb8-fa94413f0e62 · outbound

This paper cites Omni-MATH: A universal olympiad level mathematic benchmark for large language models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Omni-MATH: A universal olympiad level mathematic benchmark for large language models

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.949019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 8c2ee88f-a43e-4f6a-9657-550f5c015b93 · outbound

This paper cites Interleaved-modal chain-of-thought.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Interleaved-modal chain-of-thought

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.926002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 8733b059-e4b1-4135-a7a5-2a44b73fe9cc · outbound

This paper cites Hallusion- bench: An advanced diagnostic suite for entangled language hallucination & visual illusion in large vision-language models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Hallusion- bench: An advanced diagnostic suite for entangled language hallucination & visual illusion in large vision-language models

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.929162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 2e6e0cbf-20a7-46d9-8a0a-bb77addb9cae · outbound

This paper cites Training large language models to reason in a continuous latent space.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Training large language models to reason in a continuous latent space

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.988336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 7334ff85-fe9c-46cf-b2cb-208cf32169fb · outbound

This paper cites Visual sketchpad: Sketching as a visual chain of thought for multimodal language models.Advances in Neural Information Processing Systems, 37:139348–139379.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Visual sketchpad: Sketching as a visual chain of thought for multimodal language models.Advances in Neural Information Processing Systems, 37:139348–139379

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.900376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation f6492854-552e-441c-886a-1a135ae0c3e4 · outbound

This paper cites Latent visual reasoning.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Latent visual reasoning

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.981224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 89b6da3e-4c93-40b6-9ea1-d17d776ad77d · outbound

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

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-11T16:36:09.585493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation c32a2eec-c6af-4597-af8e-4d48820cc54a · outbound

This paper cites Deliberation in latent space via differentiable cache augmentation.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Deliberation in latent space via differentiable cache augmentation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.888577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 68ca0288-8ca9-4a17-af42-fc0c5bc3dc2d · outbound

This paper cites Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.880107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation b958fd74-c7a4-425d-8d34-807959c82865 · outbound

This paper cites Learn to explain: Multimodal reasoning via thought chains for science question answering.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Learn to explain: Multimodal reasoning via thought chains for science question answering

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.974192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 68d1ffcb-7056-4b6f-a2bb-f2ef99f2c862 · outbound

This paper cites A survey on latent reasoning.arxiv.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs A survey on latent reasoning.arxiv

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.995586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 4c330125-d170-4c8c-b72b-e0ff100b5b08 · outbound

This paper cites LaRe: Latent Refocusing for Multimodal Reasoning.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs LaRe: Latent Refocusing for Multimodal Reasoning

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-27T02:05:07.580934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation b4a50e53-5de6-4bc5-885f-d95cabce7c8c · outbound

This paper cites Compositional chain-of- thought prompting for large multimodal models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Compositional chain-of- thought prompting for large multimodal models

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.884686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 29a6f4c4-47ec-4893-b174-e1fb73bfccf8 · outbound

This paper cites Chain-of-visual-thought: Teaching vlms to see and think better with continuous visual tokens.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Chain-of-visual-thought: Teaching vlms to see and think better with continuous visual tokens

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:36:09.615772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation c279abb1-582c-4ea8-a1fa-71ac6c0e3188 · outbound

This paper cites an unresolved cited work.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-26T01:06:25.921888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 7f7ffa2f-596d-483c-9e4e-3a37b04ef130 · outbound

This paper cites Codi: Com- pressing chain-of-thought into continuous space via self-distillation.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Codi: Com- pressing chain-of-thought into continuous space via self-distillation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.913984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation f4718f76-c2a1-4d4d-9cbb-71c311ed7cce · outbound

This paper cites Swireasoning: Switch-thinking in latent and explicit for pareto-superior reasoning LLMs.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Swireasoning: Switch-thinking in latent and explicit for pareto-superior reasoning LLMs

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.892022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 239432c9-d6be-4f55-b0e5-7af43b159614 · outbound

This paper cites Think silently, think fast: Dynamic latent compression of llm reasoning chains.Advances in Neural Information Processing Systems.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Think silently, think fast: Dynamic latent compression of llm reasoning chains.Advances in Neural Information Processing Systems

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.952508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation df45b34b-7cbc-46f8-9c89-5636f31c0502 · outbound

This paper cites Visual position prompt for mllm based visual grounding.IEEE Transactions on Multimedia.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Visual position prompt for mllm based visual grounding.IEEE Transactions on Multimedia

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.942767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation eeb952a7-f6e8-4310-a861-0b4fbc97e246 · outbound

This paper cites Eyes wide shut? exploring the visual shortcomings of multimodal llms.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Eyes wide shut? exploring the visual shortcomings of multimodal llms

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.896455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 5283bfd8-3b5b-4718-8c67-41d8414ae3e9 · outbound

This paper cites MLLM can see? dynamic correction decoding for hallucination mitigation.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs MLLM can see? dynamic correction decoding for hallucination mitigation

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.933325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation f569092e-9845-4108-8277-7acd9e655a91 · outbound

This paper cites Monet: Reasoning in latent visual space beyond images and language.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Monet: Reasoning in latent visual space beyond images and language

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:36:09.653976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 12eb500d-62b4-4d9f-aa2d-6fbc85357130 · outbound

This paper cites Image Tokens Matter: Mitigating Hallucination in Discrete Tokenizer-based Large Vision-Language Models via Latent Editing.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Image Tokens Matter: Mitigating Hallucination in Discrete Tokenizer-based Large Vision-Language Models via Latent Editing

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:36:09.558238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 4cda328c-e917-4ec3-b5fa-2aeecf482a0d · outbound

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

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.866178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 85060b44-8a35-4beb-a7e4-89efad4d3055 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Chain-of-thought prompting elicits reasoning in large language models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.960259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation eafd2daa-e09f-407c-8b0e-5ec8fd47dbd8 · outbound

This paper cites Deepscientist: Advancing frontier-pushing scientific findings progressively.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Deepscientist: Advancing frontier-pushing scientific findings progressively

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.963118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation f4a84c9d-0c51-4dc0-baac-ab8e51beee06 · outbound

This paper cites Mind’s eye of llms: visualization-of-thought elicits spatial reasoning in large language models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Mind’s eye of llms: visualization-of-thought elicits spatial reasoning in large language models

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.936641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation d98ebe88-1f9a-4510-ba6b-49e297132419 · outbound

This paper cites Mini-omni-reasoner: Token-level thinking-in-speaking in large speech models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Mini-omni-reasoner: Token-level thinking-in-speaking in large speech models

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.906496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 464b87df-fffc-4add-9810-35f6daf5ca5f · outbound

This paper cites Thinking in uncertainty: Mitigating hallucinations in mlrms with latent entropy-aware decoding.arXiv preprint arXiv:2603.13366.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Thinking in uncertainty: Mitigating hallucinations in mlrms with latent entropy-aware decoding.arXiv preprint arXiv:2603.13366

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:36:09.643792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation d8d1f104-679d-44e3-a497-29f2b09baa2e · outbound

This paper cites R1-onevision: Advancing generalized multimodal reasoning through cross-modal formalization.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs R1-onevision: Advancing generalized multimodal reasoning through cross-modal formalization

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.945927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 9a002af4-fc4d-42c0-aece-bc49f199e477 · outbound

This paper cites Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:36:09.544273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 6aa3f6b0-6b4b-4750-8c29-d17ec79da595 · outbound

This paper cites Diffusion of thought: Chain-of-thought reasoning in diffusion language models.Advances in Neural Information Processing Systems, 37:105345–105374.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Diffusion of thought: Chain-of-thought reasoning in diffusion language models.Advances in Neural Information Processing Systems, 37:105345–105374

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.968119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation a8175318-fcaa-4440-94db-57ad8b7afcd5 · outbound

This paper cites A survey on multimodal large language models.National Science Review, 11(12):nwae403.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs A survey on multimodal large language models.National Science Review, 11(12):nwae403

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:26.002163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 15e7bcb6-1472-4bf6-9258-728eb6b02d07 · outbound

This paper cites Mm-cot:a benchmark for probing vi- sual chain-of-thought reasoning in multimodal models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Mm-cot:a benchmark for probing vi- sual chain-of-thought reasoning in multimodal models

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:36:09.609725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 41d65bfa-371a-4fec-a898-e8b6bd0e72bb · outbound

This paper cites Multi- modal chain-of-thought reasoning in language models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Multi- modal chain-of-thought reasoning in language models

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.910229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 19905017-6415-4da5-86b3-dd82f0ef7ca5 · outbound

This paper cites Promptcot: Synthesizing olympiad- level problems for mathematical reasoning in large language models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Promptcot: Synthesizing olympiad- level problems for mathematical reasoning in large language models

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T01:06:25.955941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.

Observation 82f72304-2dd1-4caf-b824-de36c125a1ef · outbound

This paper cites Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Image-of-Thought Prompting for Visual Reasoning Refinement in Multimodal Large Language Models

Reference 46

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This paper cites Intern-s1-pro: Scientific multimodal foundation model at trillion scale.

Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs Intern-s1-pro: Scientific multimodal foundation model at trillion scale

Reference 47

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OPLD: On-Policy Latent Distillation for Multimodal Reasoning cites this paper.

OPLD: On-Policy Latent Distillation for Multimodal Reasoning Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs

Reference 34

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