CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning | Paper Citation Record

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This paper cites Qwen2.5-VL Technical Report.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Qwen2.5-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.571596Z

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Observation 12786c97-2a53-4b68-9ee3-172d4c3b612b · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 2

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Are We on the Right Way for Evaluating Large Vision-Language Models?

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought

Reference 4

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This paper cites From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.592741Z

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This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.597901Z

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This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.603627Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 9

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Observation c3bac3b0-79d9-4135-bb8b-bddb2ba82197 · outbound

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Training Verifiers to Solve Math Word Problems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.616565Z

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This paper cites Characterizing the Investigative Methods of Fictional Detectives with Large Language Models.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Characterizing the Investigative Methods of Fictional Detectives with Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.620176Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 12

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This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.629213Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.633525Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.637835Z

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This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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This paper cites Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.651117Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.655842Z

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This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 20

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Piecing Together Clues: A Benchmark for Evaluating the Detective Skills of Large Language Models

Reference 21

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Observation 0c153d38-88aa-4334-8461-94a20c059bd2 · outbound

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

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 22

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.674276Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning AI Sees Your Location, But With A Bias Toward The Wealthy World

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.678575Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 25

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 26

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This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 27

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This paper cites OpenAI o1 System Card.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning OpenAI o1 System Card

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.695774Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.700039Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 30

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 31

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 32

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning LLaVA-OneVision: Easy Visual Task Transfer

Reference 34

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning RuleR: Improving LLM Controllability by Rule-based Data Recycling

Reference 35

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 36

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning

Reference 37

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding

Reference 40

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 46

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 49

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning s1: Simple test-time scaling

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.895821Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:39:20.246649Z

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Observation 41b3716c-c953-4d73-8bf7-5d42c27681de · outbound

This paper cites GPT-4o System Card.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning GPT-4o System Card

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.904749Z

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This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Are NLP Models really able to Solve Simple Math Word Problems?

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.912933Z

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CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.916641Z

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Observation b04c1954-9cc5-48d1-aa0e-1148c2d6d319 · outbound

This paper cites LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.920431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0061650-debc-4a78-a64c-ff4762874c01 · outbound

This paper cites Humanity's Last Exam.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Humanity's Last Exam

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.924471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34cf3731-1e47-444f-bd91-e935e747e91c · outbound

This paper cites Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Self-Refine Instruction-Tuning for Aligning Reasoning in Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.928211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe92e3ed-1365-4a10-8304-1dc9441d7a46 · outbound

This paper cites Solving math word problems with process- and outcome-based feedback.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Solving math word problems with process- and outcome-based feedback

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.932549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd097342-6697-4e25-b1e2-2377f7bf56a9 · outbound

This paper cites GIT: A Generative Image-to-text Transformer for Vision and Language.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning GIT: A Generative Image-to-text Transformer for Vision and Language

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.936748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f9f30fe-f43a-4384-b538-f6b6581fae99 · outbound

This paper cites Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.941061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd00f03b-0e85-4a46-a5f8-0b937a4a4f66 · outbound

This paper cites ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.945567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22922fe8-7dce-4efd-aa0e-9ba88f01e746 · outbound

This paper cites SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.950136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8495e85-8860-4fb4-816d-49eb7c8b61c5 · outbound

This paper cites Scaling Inference-Time Search with Vision Value Model for Improved Visual Comprehension.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Scaling Inference-Time Search with Vision Value Model for Improved Visual Comprehension

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.954487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b364540a-2878-4365-9180-4c915d1f7643 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.958960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 032fa10d-57cc-40b2-8f23-c94030f95e48 · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.963237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2129f4d-3607-4378-bea9-810f672376c8 · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.967243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cb3ee36-7012-4e15-b16c-47b1fc5031b4 · outbound

This paper cites Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.971569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf6c3948-dd39-4547-8ee6-c96b1e877a89 · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:39:20.208507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 860188c8-1a20-4179-8496-8f7b0b2cbdbf · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:39:20.194617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0b35f409-45a5-4556-b869-c10341d37b04 · outbound

This paper cites Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.984222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 456ec4af-2af1-4aa4-bfe2-a24c2f91c932 · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:39:20.182021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6089f827-694c-45b9-b258-ef70f3d67c75 · outbound

This paper cites LESS: Selecting Influential Data for Targeted Instruction Tuning.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning LESS: Selecting Influential Data for Targeted Instruction Tuning

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.992970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5e80796-9eed-4796-bcae-9ef353d7f30d · outbound

This paper cites Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:18.997563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64dd030a-c095-42f4-9e5c-e32345b629ef · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.002263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e5677e1-9fe7-4af9-bf8a-8a3f4d3467ca · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.006615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 567b33ce-0253-49b8-b0e3-6540795a744a · outbound

This paper cites Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Long-Short Chain-of-Thought Mixture Supervised Fine-Tuning Eliciting Efficient Reasoning in Large Language Models

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.010383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3545cda8-2cd3-4054-9f89-96b9ea0419b9 · outbound

This paper cites MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.014126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c465c1d9-715c-46aa-8af6-d15dbc2f9e4d · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 79

Resolution: verified exact; raw_fallback, observed 2026-08-15T18:39:19.250127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b6ff0025-5fd9-4d68-8941-bf7ad43f5c81 · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:39:20.159115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 14625b29-2af3-47cc-ba3e-2a64229b54c9 · outbound

This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.025712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0dc8d7e-b034-440f-b34c-9275ba7243a8 · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.030226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13612d3b-0610-442e-9cec-3aa7995a41e0 · outbound

This paper cites an unresolved cited work.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:39:20.137671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 09300267-e22b-4148-a220-936444edd5af · outbound

This paper cites Improve Vision Language Model Chain-of-thought Reasoning.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Improve Vision Language Model Chain-of-thought Reasoning

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.038278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a97c122b-c4b4-4098-81e6-92a6156a3ce5 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Multimodal Chain-of-Thought Reasoning in Language Models

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.042455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cb193e5-f417-47a1-833c-a3b73ba4cc71 · outbound

This paper cites How FaR Are Large Language Models From Agents with Theory-of-Mind?.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning How FaR Are Large Language Models From Agents with Theory-of-Mind?

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.046863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fce71c6d-dcfa-4927-9b06-9d1fc8d7bc0f · outbound

This paper cites Calibrated Self-Rewarding Vision Language Models.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning Calibrated Self-Rewarding Vision Language Models

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.051122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9edcbfb-d090-4dc7-ae6e-589ae6c18ab3 · outbound

This paper cites online" 'onlinestring :=.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning online" 'onlinestring :=

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.055368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eede38af-0022-4d89-ad1f-f9e494e113ea · outbound

This paper cites write newline.

CaughtCheating: Is Your MLLM a Good Cheating Detective? Exploring the Boundary of Visual Perception and Reasoning write newline

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-15T18:39:19.060132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers