Paper Citation Record · LEDGER

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

As of 20 August 2026, this Paper Citation Record lists 100 of 298 outbound references and 35 inbound Pith citation observations for arXiv:2505.04921.

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

pith.paper-citation-record.v1
2505.04921 v2

Coverage vector

measured 100 of 298 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:21:12.332122Z

measured 135 of 135 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 35 of 35 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:09:17.693163Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-08T02:44:28.049569Z

Reference resolution

100 of 298 outbound references displayed

verified exact0
verified fuzzy0
unresolved100
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0ad07dd-b816-42cd-a1b7-e83469af7953 · outbound

This paper cites write newline.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.811188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91a1291b-d854-42a9-8163-7475fd2cac57 · outbound

This paper cites YouTube-8M: A Large-Scale Video Classification Benchmark.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models YouTube-8M: A Large-Scale Video Classification Benchmark

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.818647Z

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Observation 0753eab9-8266-4a2b-b1dd-2e43726b9634 · outbound

This paper cites A Vision Centric Remote Sensing Benchmark.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models A Vision Centric Remote Sensing Benchmark

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.826609Z

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Observation de9d64bd-e2b2-49c6-99b7-3b8d982bd2d0 · outbound

This paper cites MusicLM: Generating Music From Text.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models MusicLM: Generating Music From Text

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.832194Z

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Observation f5a44a29-2cb8-4c17-8dc1-78f83a0dfabf · outbound

This paper cites Ming-Omni: A Unified Multimodal Model for Perception and Generation.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Ming-Omni: A Unified Multimodal Model for Perception and Generation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.838092Z

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Observation ffe5edc0-4eb4-41c1-b128-1c7e31112911 · outbound

This paper cites GQA: training generalized multi-query transformer models from multi-head checkpoints.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models GQA: training generalized multi-query transformer models from multi-head checkpoints

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.843577Z

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Observation ed9d90f8-c783-4f1d-aa89-6d2db0ec3bfd · outbound

This paper cites SBVQA 2.0 : Robust end-to-end speech-based visual question answering for open-ended questions.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models SBVQA 2.0 : Robust end-to-end speech-based visual question answering for open-ended questions

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.849201Z

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Observation 8abd5d5b-f358-4d7d-8924-dc5807925307 · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Flamingo: a Visual Language Model for Few-Shot Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.854968Z

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Observation 05ac0287-a6b4-4f15-b568-451ae72353fe · outbound

This paper cites Mathqa: Towards interpretable math word problem solving with operation-based formalisms.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Mathqa: Towards interpretable math word problem solving with operation-based formalisms

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.860328Z

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Observation 69092a75-45bc-478a-b916-2ec903181ed0 · outbound

This paper cites OpenLEAF : A novel benchmark for open-domain interleaved image-text generation.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models OpenLEAF : A novel benchmark for open-domain interleaved image-text generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.864991Z

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Observation 59038a36-2311-4332-ba1e-e79d8844ac9a · outbound

This paper cites Bottom-up and top-down attention for image captioning and visual question answering.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Bottom-up and top-down attention for image captioning and visual question answering

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.869810Z

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Observation 2eedefe3-1a12-4dc9-8a70-22f215f4aada · outbound

This paper cites Neural module networks.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Neural module networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.874907Z

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Observation a817012d-de77-4ca1-b6f3-f9aba882d68a · outbound

This paper cites Introducing the model context protocol, April 2025.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Introducing the model context protocol, April 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.879763Z

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Observation c716147e-05df-4381-9b11-b5436ed5fd19 · outbound

This paper cites Lawrence Zitnick, and Devi Parikh.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Lawrence Zitnick, and Devi Parikh

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.884218Z

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Observation 5b5d3223-0fb7-4f4c-a11b-4b1610fb0632 · outbound

This paper cites Sd-eval: A benchmark dataset for spoken dialogue understanding beyond words.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Sd-eval: A benchmark dataset for spoken dialogue understanding beyond words

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.889316Z

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Observation fc5452d0-9618-4e2c-a68b-8eece14e1ca4 · outbound

This paper cites Tyers, and Gregor Weber.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Tyers, and Gregor Weber

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.894727Z

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Observation 95f4518d-20c2-415c-81e3-4ae46eb773da · outbound

This paper cites Genesis: A universal and generative physics engine for robotics and beyond, 2024.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Genesis: A universal and generative physics engine for robotics and beyond, 2024

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.899715Z

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Observation cc538788-283e-4e4d-a4d7-3921e53b85e3 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.905247Z

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Observation da5cbcd8-03ad-48e7-b678-bd2f4775f3bb · outbound

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

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models UniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.910364Z

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Observation 2197da46-132a-4116-ac63-ac48313c804b · outbound

This paper cites Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.915560Z

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Observation 91539f90-b20f-4bda-939a-01309eead3a5 · outbound

This paper cites VideoPhy: Evaluating Physical Commonsense for Video Generation.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models VideoPhy: Evaluating Physical Commonsense for Video Generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.921526Z

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Observation 4d1d1cdc-4647-4914-a32c-e7eb81253f22 · outbound

This paper cites Beit: BERT pre-training of image transformers.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Beit: BERT pre-training of image transformers

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.926461Z

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Observation d77300af-b664-426e-b247-c168a4b15752 · outbound

This paper cites Vlmo: Unified vision-language pre-training with mixture-of-modality-experts.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Vlmo: Unified vision-language pre-training with mixture-of-modality-experts

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.932120Z

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Observation 18dbab3f-4647-4ec4-b20c-2af90bfec365 · outbound

This paper cites AQUALLM: Audio Question Answering Data Generation Using Large Language Models.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models AQUALLM: Audio Question Answering Data Generation Using Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.937028Z

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Observation c994d44a-4fab-4b12-b5b0-9fba4236c8ff · outbound

This paper cites Semantic parsing on freebase from question-answer pairs.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Semantic parsing on freebase from question-answer pairs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.942359Z

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Observation 40e552fa-81bc-447d-802c-813a4f8fa3f2 · outbound

This paper cites Why reasoning matters? a survey of advancements in multimodal reasoning (v1).

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Why reasoning matters? a survey of advancements in multimodal reasoning (v1)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.947035Z

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Observation 1998264f-89a4-4022-aa1c-54cb5b69af54 · outbound

This paper cites Workarena++: Towards compositional planning and reasoning-based common knowledge work tasks.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Workarena++: Towards compositional planning and reasoning-based common knowledge work tasks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.952240Z

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Observation c313bb05-9935-4fb3-8e46-8c72e953fb01 · outbound

This paper cites Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.957074Z

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Observation de9d40b0-7bec-41af-8995-87d8e10e5cee · outbound

This paper cites CliME: Evaluating Multimodal Climate Discourse on Social Media and the Climate Alignment Quotient (CAQ).

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models CliME: Evaluating Multimodal Climate Discourse on Social Media and the Climate Alignment Quotient (CAQ)

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.962158Z

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Observation a5bcfe1b-48ff-42f7-963d-9576cd04ca1b · outbound

This paper cites an unresolved cited work.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.967316Z

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Observation 5e149d3c-4e02-4e76-bd59-ccf9e2f6b061 · outbound

This paper cites AISHELL-1: an open-source mandarin speech corpus and a speech recognition baseline.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models AISHELL-1: an open-source mandarin speech corpus and a speech recognition baseline

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.972426Z

Source-reported events for the cited work

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Observation a08b21d3-4451-49e1-b3b9-f018d1a7b4fd · outbound

This paper cites MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.977588Z

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Observation 9db43788-3578-4b3a-8e45-9b8e83fcb1f3 · outbound

This paper cites Murel: Multimodal relational reasoning for visual question answering.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Murel: Multimodal relational reasoning for visual question answering

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.983047Z

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Observation 5e409cc1-cd3f-4673-b624-203c3e6f8f78 · outbound

This paper cites COCO-Stuff: Thing and Stuff Classes in Context.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models COCO-Stuff: Thing and Stuff Classes in Context

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.988107Z

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Observation d731f108-1802-49d9-be03-ddc3c4affbc3 · outbound

This paper cites Mm-iq: Benchmarking human-like abstraction and reasoning in multimodal models, 2025.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Mm-iq: Benchmarking human-like abstraction and reasoning in multimodal models, 2025

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.993564Z

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Observation 759aab37-0d16-4737-bd57-2539dace4745 · outbound

This paper cites AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:11.998414Z

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Observation 5c5d6b69-2408-4cde-b9db-40bf07644f0e · outbound

This paper cites Chateval: Towards better LLM -based evaluators through multi-agent debate.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Chateval: Towards better LLM -based evaluators through multi-agent debate

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.003791Z

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Observation 843df601-43d7-4e6c-85ee-a936f988832f · outbound

This paper cites ExtremeAIGC: Benchmarking LMM Vulnerability to AI-Generated Extremist Content.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models ExtremeAIGC: Benchmarking LMM Vulnerability to AI-Generated Extremist Content

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.008443Z

Source-reported events for the cited work

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Observation dc2f9211-1469-4310-9e56-6077451e8b22 · outbound

This paper cites A Survey of Data Synthesis Approaches.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models A Survey of Data Synthesis Approaches

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.013775Z

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Observation b3354fd1-0959-42c2-a3b6-2e3fb93ab611 · outbound

This paper cites Conceptual 12m: Pushing web-scale image-text pre-training to recognize long-tail visual concepts.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Conceptual 12m: Pushing web-scale image-text pre-training to recognize long-tail visual concepts

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.018928Z

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Observation 41bc3055-6c39-4f7e-98fa-81938b173764 · outbound

This paper cites Mllm-as-a-judge: assessing multimodal llm-as-a-judge with vision-language benchmark.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Mllm-as-a-judge: assessing multimodal llm-as-a-judge with vision-language benchmark

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.024063Z

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Observation cd0caa97-4d37-457c-9657-47a2f6a4da83 · outbound

This paper cites GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.028976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cdf7f91-a350-40bd-a4fc-25d56ad3c9df · outbound

This paper cites MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.034219Z

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Observation ebb9cdb0-ca7f-4cec-967b-cf93217f955d · outbound

This paper cites Grounding-Prompter: Prompting LLM with Multimodal Information for Temporal Sentence Grounding in Long Videos.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Grounding-Prompter: Prompting LLM with Multimodal Information for Temporal Sentence Grounding in Long Videos

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.039359Z

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Observation 415db557-b096-48c8-ae49-f1f428093b02 · outbound

This paper cites GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.044445Z

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Unavailable: canonical work link unavailable.

Observation 5a46221f-8bfb-495c-bdfe-71b6c67920b7 · outbound

This paper cites Spa-bench: A comprehensive benchmark for smartphone agent evaluation.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Spa-bench: A comprehensive benchmark for smartphone agent evaluation

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.049550Z

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Observation 2c4c9ce8-7edb-4e7b-b2d0-29d1a29877c5 · outbound

This paper cites R e C oncile: Round-table conference improves reasoning via consensus among diverse LLM s.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models R e C oncile: Round-table conference improves reasoning via consensus among diverse LLM s

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.054756Z

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Observation f1e0544c-5e10-455f-940c-650e05412a27 · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.059706Z

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Observation b6a2d442-edd3-43fe-b415-f99bd643a4e8 · outbound

This paper cites G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.064728Z

Source-reported events for the cited work

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Observation cd3ccec9-a395-4171-b19e-c7ecafe883fc · outbound

This paper cites R1-v: Reinforcing super generalization ability in vision-language models with less than \ 3.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models R1-v: Reinforcing super generalization ability in vision-language models with less than \ 3

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.070037Z

Source-reported events for the cited work

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Observation 4c956736-d011-4c89-800f-6cbb2261f431 · outbound

This paper cites OmnixR: Evaluating Omni-modality Language Models on Reasoning across Modalities.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models OmnixR: Evaluating Omni-modality Language Models on Reasoning across Modalities

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.075122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5532dfc8-24b9-429c-aeb4-0df0c37ea199 · outbound

This paper cites Are we on the right way for evaluating large vision-language models? In Amir Globersons, Lester Mackey, Danielle Belgrave, Angela Fan, Ulrich Paquet, Jakub M.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Are we on the right way for evaluating large vision-language models? In Amir Globersons, Lester Mackey, Danielle Belgrave, Angela Fan, Ulrich Paquet, Jakub M

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.080492Z

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Unavailable: canonical work link unavailable.

Observation 0aeccccd-7d59-4782-8178-f010a22f4db9 · outbound

This paper cites WebSRC: A Dataset for Web-Based Structural Reading Comprehension.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models WebSRC: A Dataset for Web-Based Structural Reading Comprehension

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.085421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bb90560-1470-4def-8e7f-4d5588cf6454 · outbound

This paper cites Quantifying and mitigating unimodal biases in multimodal large language models: A causal perspective.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Quantifying and mitigating unimodal biases in multimodal large language models: A causal perspective

Reference 54

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Observation 8b8b8fb4-4e33-46f0-bc71-d309f17be26f · outbound

This paper cites RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.095738Z

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Observation 8d3b8de2-eaee-40ec-92dc-6ad72db75456 · outbound

This paper cites Advancing multimodal reasoning: From optimized cold start to staged reinforcement learning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Advancing multimodal reasoning: From optimized cold start to staged reinforcement learning

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.100895Z

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Observation f723130b-be50-4c62-b4ac-ab2253118efa · outbound

This paper cites PaLI: A Jointly-Scaled Multilingual Language-Image Model.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models PaLI: A Jointly-Scaled Multilingual Language-Image Model

Reference 57

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Observation 948ca7e9-a83d-4938-a53e-30e0cd99ff5f · outbound

This paper cites Chart-HQA: A Benchmark for Hypothetical Question Answering in Charts.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Chart-HQA: A Benchmark for Hypothetical Question Answering in Charts

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.111259Z

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Observation 6cc0b1a0-2e9d-4d2a-ab1e-73a7267e8945 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.116229Z

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Observation 23230567-8d6d-4e3e-bfb5-008657d004eb · outbound

This paper cites VideoVista-CulturalLingo: 360$^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models VideoVista-CulturalLingo: 360$^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.121274Z

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Observation 615e35ec-a315-4034-813a-b29fd827f967 · outbound

This paper cites Rm-r1: Reward modeling as reasoning, 2025 i.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Rm-r1: Reward modeling as reasoning, 2025 i

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.126392Z

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Observation 7618190d-598d-4a36-8b72-5873074a2736 · outbound

This paper cites UNITER: universal image-text representation learning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models UNITER: universal image-text representation learning

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.131136Z

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Observation ae49687e-b698-47a0-b991-196655037c25 · outbound

This paper cites Exploring the Effect of Reinforcement Learning on Video Understanding: Insights from SEED-Bench-R1.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Exploring the Effect of Reinforcement Learning on Video Understanding: Insights from SEED-Bench-R1

Reference 63

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Observation 3949f0ac-02e9-4c65-b970-85d7ace68290 · outbound

This paper cites VoiceBench: Benchmarking LLM-Based Voice Assistants.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models VoiceBench: Benchmarking LLM-Based Voice Assistants

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.141861Z

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Observation aa86a808-9685-4bec-8970-a7443441b959 · outbound

This paper cites R1-code-interpreter: Training llms to reason with code via supervised and reinforcement learning, 2025 k.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models R1-code-interpreter: Training llms to reason with code via supervised and reinforcement learning, 2025 k

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.148590Z

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Observation 6316e50a-17b5-4d4e-b912-a6adfd5d410f · outbound

This paper cites Octavius: Mitigating task interference in MLLM s via lo RA -moe.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Octavius: Mitigating task interference in MLLM s via lo RA -moe

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.153731Z

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Observation 1ebe6319-e15f-4b5a-a07e-37c37ce79dea · outbound

This paper cites VisRL: Intention-Driven Visual Perception via Reinforced Reasoning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models VisRL: Intention-Driven Visual Perception via Reinforced Reasoning

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.158630Z

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Observation 151ec9df-9d1d-428e-9e0b-572b5d2a9a45 · outbound

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

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.163846Z

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Observation ef3516b1-70a7-4167-a7cb-03482615c18c · outbound

This paper cites See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.168772Z

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Observation dc29b802-f4b1-4b5d-9609-bb59cb2c2ae9 · outbound

This paper cites Unmasking deceptive visuals: Benchmarking multimodal large language models on misleading chart question answering, 2025 m.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Unmasking deceptive visuals: Benchmarking multimodal large language models on misleading chart question answering, 2025 m

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.174029Z

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Observation 5d3dbfac-d71b-4238-9b60-ff90448c1bfa · outbound

This paper cites An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A Platforms.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A Platforms

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.179725Z

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Observation 73cb355d-1519-4a5c-be06-ae8aa85dfec1 · outbound

This paper cites From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.184814Z

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Observation 752549d0-f078-4e77-8439-63ece57c62eb · outbound

This paper cites SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.190411Z

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Observation 91d461a9-d926-4de3-9adf-cd58371a0fab · outbound

This paper cites EmbodiedEval: Evaluate Multimodal LLMs as Embodied Agents.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models EmbodiedEval: Evaluate Multimodal LLMs as Embodied Agents

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.195994Z

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Observation fe5c8ca4-39fd-4ff4-9ba4-a7f26e3f0b0c · outbound

This paper cites CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.201133Z

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Observation bc66f83b-0978-4db4-8cbd-fa239220af94 · outbound

This paper cites ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.206435Z

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Observation 763c1396-5dab-493f-b20e-cf6859d3b921 · outbound

This paper cites EVA: An Embodied World Model for Future Video Anticipation.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models EVA: An Embodied World Model for Future Video Anticipation

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.211559Z

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Observation 5e89c04b-c750-406b-a36f-f7790b43f911 · outbound

This paper cites Kitani, and Laszlo A.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Kitani, and Laszlo A

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.216890Z

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Observation 46127784-700b-42f2-974b-4ce9269e11c2 · outbound

This paper cites Merit: Multilingual semantic retrieval with interleaved multi-condition query, 2025 a.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Merit: Multilingual semantic retrieval with interleaved multi-condition query, 2025 a

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.222126Z

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Observation d0cd0ca3-4dbc-49ee-ac8c-52c7c301d3b4 · outbound

This paper cites PhysBench: Benchmarking and Enhancing Vision-Language Models for Physical World Understanding.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models PhysBench: Benchmarking and Enhancing Vision-Language Models for Physical World Understanding

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.227048Z

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Observation c6cc558b-797b-4242-9bba-ba500745fcc9 · outbound

This paper cites Agents Thinking Fast and Slow: A Talker-Reasoner Architecture.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Agents Thinking Fast and Slow: A Talker-Reasoner Architecture

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.232119Z

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Observation 10de2b53-c208-485a-95e6-54b120226f6b · outbound

This paper cites SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.237179Z

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Observation 125a5fe9-59da-46af-9599-fa093e32d7ce · outbound

This paper cites v1: Learning to Point Visual Tokens for Multimodal Grounded Reasoning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models v1: Learning to Point Visual Tokens for Multimodal Grounded Reasoning

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.242700Z

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Observation dbf2930a-9688-4b2a-a806-79e1e51bf814 · outbound

This paper cites FLEURS: few-shot learning evaluation of universal representations of speech.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models FLEURS: few-shot learning evaluation of universal representations of speech

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.247690Z

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Observation 10d53e3e-6673-4830-9865-b696b61ad70b · outbound

This paper cites Receive, reason, and react: Drive as you say, with large language models in autonomous vehicles.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Receive, reason, and react: Drive as you say, with large language models in autonomous vehicles

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.252434Z

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Observation c0618d94-3641-42ef-bb9f-c18491a1050a · outbound

This paper cites Draw with thought: Unleashing multimodal reasoning for scientific diagram generation, 2025.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Draw with thought: Unleashing multimodal reasoning for scientific diagram generation, 2025

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.257157Z

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Observation d255a3be-70f8-42d9-8d24-f07cd6d4d8b4 · outbound

This paper cites VARD: Efficient and Dense Fine-Tuning for Diffusion Models with Value-based RL.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models VARD: Efficient and Dense Fine-Tuning for Diffusion Models with Value-based RL

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.263047Z

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Observation 4c52a636-c6d5-4745-84ab-235d20a4687a · outbound

This paper cites PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.267860Z

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Observation 986e10f2-9de2-4497-b7d3-3128d2a2a072 · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.273019Z

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Observation 20a21313-389b-424e-95f4-d4bf0c82cd26 · outbound

This paper cites Reinforcing Video Reasoning with Focused Thinking.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Reinforcing Video Reasoning with Focused Thinking

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.278852Z

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Observation f43cbe3c-13a3-4a2c-bfb5-e690d28dea38 · outbound

This paper cites EXAMS-V: A Multi-Discipline Multilingual Multimodal Exam Benchmark for Evaluating Vision Language Models.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models EXAMS-V: A Multi-Discipline Multilingual Multimodal Exam Benchmark for Evaluating Vision Language Models

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.284324Z

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Observation 35ebd730-a49a-4bda-80e5-60a0cd2c4f35 · outbound

This paper cites System 2 thinking in OpenAI's o1-preview model: Near-perfect performance on a mathematics exam.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models System 2 thinking in OpenAI's o1-preview model: Near-perfect performance on a mathematics exam

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.289641Z

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Observation 39b6ebd5-6118-4dbb-93e6-e6301b0e500d · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.296251Z

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Observation 8bf1c400-807f-4a54-be5e-3c94037cdbc9 · outbound

This paper cites Procthor: Large-scale embodied AI using procedural generation.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Procthor: Large-scale embodied AI using procedural generation

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.301556Z

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Observation 53c76fd7-204a-4c8a-bfbd-3ea0461ca7f4 · outbound

This paper cites Rico: A mobile app dataset for building data-driven design applications.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Rico: A mobile app dataset for building data-driven design applications

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.306739Z

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Observation fd4b099d-9a83-4303-9f6b-2e0043ff5b8f · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Emerging Properties in Unified Multimodal Pretraining

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.311953Z

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Observation 69ec2b47-087f-4ba7-b52a-c4cc0a292bf4 · outbound

This paper cites Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.317779Z

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Observation f7b3b485-8d68-4d03-91f3-71911915551f · outbound

This paper cites Mind2web: Towards a generalist agent for the web.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Mind2web: Towards a generalist agent for the web

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.322686Z

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Observation bddc961a-5733-46db-adb5-149c0782994e · outbound

This paper cites Redcaps: Web-curated image-text data created by the people, for the people.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models Redcaps: Web-curated image-text data created by the people, for the people

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-15T23:21:12.327456Z

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Observation 27386cb4-1482-437f-a6d6-c4bb237a47c8 · outbound

This paper cites BERT : Pre-training of deep bidirectional transformers for language understanding.

Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models BERT : Pre-training of deep bidirectional transformers for language understanding

Reference 100

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Pith citing papers

Observation 46b28112-0884-4205-b1a4-760b88ce13e1 · inbound

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Plane Geometry Problem Solving with Multi-modal Reasoning: A Survey Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:38:54.543445Z

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Observation fe3cb26d-1bf5-4cb4-8269-3a815cbc21c2 · inbound

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EarthSE: A Benchmark for Evaluating Earth Scientific Exploration Capability of LLMs Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:10:20.798959Z

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Observation 5564ec1e-1a3c-4ca7-9f33-586185119adb · inbound

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VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:36.210901Z

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Observation 7e656524-aeba-4576-81d9-416574124109 · inbound

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VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:13:18.442382Z

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Observation ac921fad-726d-400e-9f44-58e6cc0506de · inbound

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EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:09:05.297228Z

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Observation b9c93a89-4802-402b-93ce-6ad3eb38d705 · inbound

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ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T10:32:35.405937Z

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Observation 1330ca35-564b-4e96-b1b6-6053bf94d57a · inbound

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MATP-BENCH: Can MLLM Be a Good Automated Theorem Prover for Multimodal Problems? Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T06:08:24.242469Z

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Observation aaf87cec-3555-4a75-a339-345378baf007 · inbound

Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes? cites this paper.

Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes? Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T11:19:00.550341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bb93239-230e-44fd-a208-d7405e69ce61 · inbound

Where, What, Why: Towards Explainable Driver Attention Prediction cites this paper.

Where, What, Why: Towards Explainable Driver Attention Prediction Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T21:54:44.397750Z

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Observation 814105ab-5d6c-4ee3-92ab-bf4575a160b2 · inbound

BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset cites this paper.

BMMR: A Large-Scale Bilingual Multimodal Multi-Discipline Reasoning Dataset Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:15:52.633699Z

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Observation 9d919eb4-5b50-4b83-a92f-34d7ca3bfdd8 · inbound

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning cites this paper.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:13.370466Z

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Observation ba5105d8-c291-475e-bc8e-29ac4f2cd677 · inbound

Explain Before You Answer: A Survey on Compositional Visual Reasoning cites this paper.

Explain Before You Answer: A Survey on Compositional Visual Reasoning Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T17:09:17.693163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bffba20d-c726-44ca-9288-01e43290b833 · inbound

Why Relational Graphs Will Save the Next Generation of Vision Foundation Models? cites this paper.

Why Relational Graphs Will Save the Next Generation of Vision Foundation Models? Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T16:31:57.845882Z

Source-reported events for the cited work

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Observation e45b5ec3-a23d-49ae-98a7-e04075498a79 · inbound

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions cites this paper.

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 133

Resolution: unresolved; no resolver link, observed 2026-08-05T16:20:59.685324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 194346aa-9f27-42e6-b08f-ae432e5de4b5 · 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 Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:01.493981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65d6905-acca-4367-9f24-339f66b6618b · inbound

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives cites this paper.

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T19:34:25.492417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 616ab416-5f6c-42a8-bd47-e9155f0ad6a5 · inbound

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework cites this paper.

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-18T12:32:36.361359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 36a7b0d3-5897-4037-a822-8ca9115891bd · inbound

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents cites this paper.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-17T03:11:30.087068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ec5d3588-2cf9-4939-b169-9d4cc35722ef · inbound

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents cites this paper.

Multimodal Reinforcement Learning with Adaptive Verifier for AI Agents Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T18:51:45.298957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cd204ca-3d25-4713-9dd6-08f368f410ad · inbound

LookWise: Knowing When and Where to Look for Fine-Grained Visual Reasoning in Multimodal Large Language Models cites this paper.

LookWise: Knowing When and Where to Look for Fine-Grained Visual Reasoning in Multimodal Large Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T20:30:56.951607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d1c70cb-d8a9-40b9-b5b8-ec7df293a230 · inbound

OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering cites this paper.

OmniJigsaw: Enhancing Omni-Modal Reasoning via Modality-Orchestrated Reordering Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T06:11:01.552354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 438d5b62-a28e-4181-bc8a-a59a304a203a · inbound

Decoupled Similarity for Task-Aware Token Pruning in Large Vision-Language Models cites this paper.

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:56:05.744774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 65ac6982-1253-44bc-8b74-f1915ca8ca32 · inbound

Beyond Binary Contrast: Modeling Continuous Skeleton Action Spaces with Transitional Anchors cites this paper.

Beyond Binary Contrast: Modeling Continuous Skeleton Action Spaces with Transitional Anchors Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:51:03.578653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c0c8f5af-aa88-4182-a8e6-315ab58e9420 · inbound

ViSRA: A Video-based Spatial Reasoning Agent for Multi-modal Large Language Models cites this paper.

ViSRA: A Video-based Spatial Reasoning Agent for Multi-modal Large Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:46:36.421527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5fc18d1e-fa3c-4bc0-9b50-8b7785c4f707 · inbound

NASiC: 3D NAND-based CAM-Selected Multibit CIM Architecture for Efficient On-Device Mixture-of-Experts LLM Inference cites this paper.

NASiC: 3D NAND-based CAM-Selected Multibit CIM Architecture for Efficient On-Device Mixture-of-Experts LLM Inference Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-25T03:00:16.019653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f2fe28ed-01c0-4b75-87bb-6b6533eebe8f · inbound

PEDESTRIANQA: A Benchmark for Vision-Language Models on Pedestrian Intention and Trajectory Prediction cites this paper.

PEDESTRIANQA: A Benchmark for Vision-Language Models on Pedestrian Intention and Trajectory Prediction Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-06-30T13:34:40.936877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 86f6ae4c-1b6e-4e9b-82de-283950f3170c · inbound

AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution cites this paper.

AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:14:04.662917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 50254a08-a76b-4ad7-94c6-df15f8d46f46 · inbound

Mags-RL: Wearing Multimodal LLMs a Magnifying Glass via Agentic Reinforcement Learning For Complex Scene Reasoning cites this paper.

Mags-RL: Wearing Multimodal LLMs a Magnifying Glass via Agentic Reinforcement Learning For Complex Scene Reasoning Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T13:43:29.018395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3db0dc68-3a88-4d5a-b518-32cb56fcfb3b · inbound

Watch, Remember, Reason: Human-View Video Understanding with MLLMs cites this paper.

Watch, Remember, Reason: Human-View Video Understanding with MLLMs Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:37:14.037520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f137f6d5-c43a-4677-9922-2d3efa2a795b · inbound

AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs cites this paper.

AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 62

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T23:06:21.347654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 815cbf74-c26e-40c7-9108-d33440545e1c · inbound

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning cites this paper.

Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T14:29:53.387832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9729d942-8013-4e75-8fe9-66e95fc67465 · inbound

Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs cites this paper.

Hierarchical Acoustic-Semantic Modeling: Modality Separation and Semantic Coherence for Full-Duplex SLMs Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-07-08T02:44:28.050948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 39982139-c36d-4678-a8ab-a2e0f5789ddd · inbound

Mixture of Cognitive Experts in Large Vision-Language Models cites this paper.

Mixture of Cognitive Experts in Large Vision-Language Models Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-14T09:13:07.507164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d79251d8-84ac-45b3-bd19-4b1fb35c38a3 · inbound

Knowing the Self, Understanding the World: A Dual-Cognition Benchmark for UAV Spatio-temporal Reasoning with MLLMs cites this paper.

Knowing the Self, Understanding the World: A Dual-Cognition Benchmark for UAV Spatio-temporal Reasoning with MLLMs Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T21:08:19.564996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f897abd-8868-4151-b05f-2845cbbfeee4 · inbound

DC-Leap: Training-Free Acceleration of dLLMs via Draft-Guided Contiguous Leaping Decoding cites this paper.

DC-Leap: Training-Free Acceleration of dLLMs via Draft-Guided Contiguous Leaping Decoding Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T13:42:25.191504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.