Paper Citation Record · LEDGER

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

As of 10 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 14 inbound Pith citation observations for arXiv:2505.23558.

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

pith.paper-citation-record.v1
2505.23558 v2

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:47:01.785737Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T18:35:57.326931Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T20:56:13.710075Z

Reference resolution

54 of 54 outbound references displayed

verified exact0
verified fuzzy18
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 60f2861c-ab4c-4645-bc90-50a223680fb1 · outbound

This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:56.797233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fcef8b2-045e-4190-9575-d16262bf1bc3 · outbound

This paper cites Qwen2.5-VL Technical Report.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:56.866271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4d0c8dd-2a5e-4fbf-ab85-a3e4745f2f97 · outbound

This paper cites Step-level Value Preference Optimization for Mathematical Reasoning.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Step-level Value Preference Optimization for Mathematical Reasoning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:56.966984Z

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Observation 3bc66e3e-f9b7-42f2-92bd-0c0baef14c5f · outbound

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

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:57.052968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1673187c-8713-4f58-bd18-612a207dcaf0 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:57.134608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 919b809c-8c4f-4fe3-956a-f558d02f8ecf · outbound

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

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:57.256539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaee9fe0-d871-4513-a911-4c97683c6145 · outbound

This paper cites Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:57.366795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a513fc2-8e07-4d06-960f-ea9839f087af · outbound

This paper cites Multi-modal hallucination control by visual information grounding.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Multi-modal hallucination control by visual information grounding

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:06.401434Z

Source-reported events for the cited work

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Observation fd15205e-b644-4b87-925c-6436a4cf584c · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:57.532832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 352f77d5-3375-454d-9d7d-b45883502b41 · outbound

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

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Interleaved-modal chain-of-thought

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:06.156892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 20f902ef-7921-45f8-b284-8687f67e0516 · outbound

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

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:57.742899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e68b1931-f95f-453c-b956-09a05213bcd1 · outbound

This paper cites Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Polymath: A Challenging Multi-modal Mathematical Reasoning Benchmark

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:57.837468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d5df679-2071-4885-a2e0-647e16a7b1c4 · outbound

This paper cites Opera: Alleviating hallucination in multi-modal large language models via over-trust penalty and retrospection-allocation.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Opera: Alleviating hallucination in multi-modal large language models via over-trust penalty and retrospection-allocation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:05.878947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 033b129e-89f6-41dd-848c-a5e69abb4537 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:57.993708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 741f2efc-eef0-49d3-8ff2-1ee6e5acdc7c · outbound

This paper cites OpenAI o1 System Card.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information OpenAI o1 System Card

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:58.082130Z

Source-reported events for the cited work

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Observation f55dcc76-586f-4dfe-9f97-b2bc8b2fdf61 · outbound

This paper cites Biomistral: A collection of open-source pretrained large language models for medical domains.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Biomistral: A collection of open-source pretrained large language models for medical domains

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:05.636211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b5158816-4f1d-4986-b535-6059ce02f7fb · outbound

This paper cites Evaluating object hallucination in large vision-language models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Evaluating object hallucination in large vision-language models

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:05.379247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a6b90a7f-732c-47cb-b351-cabaff831831 · outbound

This paper cites The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information The Hidden Life of Tokens: Reducing Hallucination of Large Vision-Language Models via Visual Information Steering

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:58.368000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be3c8ace-1240-4e8f-96df-d91da30c9868 · outbound

This paper cites SceMQA: A Scientific College Entrance Level Multimodal Question Answering Benchmark.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information SceMQA: A Scientific College Entrance Level Multimodal Question Answering Benchmark

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:58.466261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 123bfd87-ab2b-4802-8549-14d80ab4d50e · outbound

This paper cites LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information LongPerceptualThoughts: Distilling System-2 Reasoning for System-1 Perception

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:58.552403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d2a8a9f-486d-4d1f-9cc6-99fa2dd92d98 · outbound

This paper cites Microsoft coco: Common objects in context.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Microsoft coco: Common objects in context

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:58.663416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 763e2e7c-a068-4cbe-aa2f-ab0415f2af7c · outbound

This paper cites A Survey on Hallucination in Large Vision-Language Models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information A Survey on Hallucination in Large Vision-Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:58.777852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45410499-e16f-4cab-9deb-be28ce4a0e86 · outbound

This paper cites Paying more attention to image: A training-free method for alleviating hallucination in lvlms.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Paying more attention to image: A training-free method for alleviating hallucination in lvlms

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:05.158822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 51a56be6-df60-46ad-9151-b97942bd1319 · outbound

This paper cites Mmbench: Is your multi-modal model an all-around player? In European Conference on Computer Vision, 2023.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Mmbench: Is your multi-modal model an all-around player? In European Conference on Computer Vision, 2023

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:04.905487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 558c957c-870a-4438-88c3-8e79bc8119a1 · outbound

This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Visual-RFT: Visual Reinforcement Fine-Tuning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:59.067336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd78694e-34c7-4efb-bfb5-dac2d468a5de · outbound

This paper cites Inter-gps: Interpretable geometry problem solving with formal language and symbolic reasoning.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Inter-gps: Interpretable geometry problem solving with formal language and symbolic reasoning

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:04.662827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6358699e-f146-4869-8c2f-51d4bc6c52f8 · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Self-refine: Iterative refinement with self-feedback

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:59.178668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5e35968-f5ed-4daa-adde-f75dff7d9c8d · outbound

This paper cites Llama 3.2: Revolutionizing edge ai and vision with open, customizable models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Llama 3.2: Revolutionizing edge ai and vision with open, customizable models

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:04.514744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a7418947-df2c-4e2b-a983-b4eeec6425af · outbound

This paper cites Training language models to follow instructions with human feedback.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Training language models to follow instructions with human feedback

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:04.301808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ae12a27c-aacd-4056-9629-3b1e1ff09aa6 · outbound

This paper cites We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:59.437972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92a6b55c-ab2b-4c49-9a12-cdc211b13e87 · outbound

This paper cites Object hallucination in image captioning.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Object hallucination in image captioning

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:04.112885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0725dd7e-172c-4309-87d9-727c3714796b · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:59.619339Z

Source-reported events for the cited work

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Observation 70cfd12d-6bb8-4076-b6aa-c696ae98a268 · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:59.707360Z

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Observation eb4c7f28-f036-42de-bae9-f07e8590b54e · outbound

This paper cites Aligning Large Multimodal Models with Factually Augmented RLHF.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Aligning Large Multimodal Models with Factually Augmented RLHF

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:59.778241Z

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Observation 829e5e99-5495-429a-ba3e-38a27a30850a · outbound

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Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Unresolved cited work

Reference 35

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Source-reported events for the cited work

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Observation 583ae5aa-a7bf-4e70-918a-c47143a2f432 · outbound

This paper cites Kimi-VL Technical Report.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Kimi-VL Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T12:46:59.887522Z

Source-reported events for the cited work

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Observation c511529b-98b2-4b79-a228-5d26dff8fecf · outbound

This paper cites Qwq-32b: Embracing the power of reinforcement learning, March 2025.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Qwq-32b: Embracing the power of reinforcement learning, March 2025

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:00.015786Z

Source-reported events for the cited work

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Observation ffaf6595-cd68-45fc-8ce8-5698ee2aa02a · outbound

This paper cites Is a picture worth a thousand words? delving into spatial reasoning for vision language models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Is a picture worth a thousand words? delving into spatial reasoning for vision language models

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:03.727145Z

Source-reported events for the cited work

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Observation b4f6cf26-2359-498a-9f6a-86ef2d58c6c1 · outbound

This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Measuring multimodal mathematical reasoning with math-vision dataset

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:03.561682Z

Source-reported events for the cited work

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Observation d746bc4b-215f-45be-bd21-171ad9a37e00 · outbound

This paper cites Measuring multimodal mathematical reasoning with math-vision dataset.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Measuring multimodal mathematical reasoning with math-vision dataset

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:03.345447Z

Source-reported events for the cited work

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Observation a418903f-ed73-4b48-b6e9-4361ec7457ec · outbound

This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:00.502361Z

Source-reported events for the cited work

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Observation 67f8666e-ca3d-4af8-a749-fc20a58d4965 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:00.612735Z

Source-reported events for the cited work

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Observation ba9b954b-098b-449f-86d4-2609cd100792 · outbound

This paper cites Effectively Controlling Reasoning Models through Thinking Intervention.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Effectively Controlling Reasoning Models through Thinking Intervention

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:00.722358Z

Source-reported events for the cited work

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Observation 6545da88-f4b4-4137-8dcf-8ef097ed4269 · outbound

This paper cites Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding, 2024.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding, 2024

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:00.802097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97cfb2fa-c047-4b8a-b8a0-dad610865a94 · outbound

This paper cites Monte carlo tree search boosts reasoning via iterative preference learning.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Monte carlo tree search boosts reasoning via iterative preference learning

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:03.190820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7260feb5-fffd-4693-b521-b44416107a60 · outbound

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

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:01.012397Z

Source-reported events for the cited work

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Observation 1eeb526c-3259-4c60-8d94-077fd5debf1a · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:01.136361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15fad10e-f36d-4452-91f7-f6b04cb1e2f2 · outbound

This paper cites Introducing Visual Perception Token into Multimodal Large Language Model.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Introducing Visual Perception Token into Multimodal Large Language Model

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:01.250685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dd40c86-4953-4b08-9e51-f7ac614f600a · outbound

This paper cites Advancing llm reasoning generalists with preference trees.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Advancing llm reasoning generalists with preference trees

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:47:02.981358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2168333b-3154-4a8b-85c0-796d7a797f7d · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:01.439459Z

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Observation c732349c-ed7c-48c5-951d-accacbfb2eda · outbound

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

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T12:47:01.516742Z

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This paper cites Self-contrast: Better reflection through inconsistent solving perspectives.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Self-contrast: Better reflection through inconsistent solving perspectives

Reference 52

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This paper cites Analyzing and Mitigating Object Hallucination in Large Vision-Language Models.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information Analyzing and Mitigating Object Hallucination in Large Vision-Language Models

Reference 53

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This paper cites correct" or.

Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information correct" or

Reference 54

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Pith citing papers

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The Landscape of Agentic Reinforcement Learning for LLMs: A Survey cites this paper.

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 249

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Observation abc59b88-cb27-4942-91d2-6eec3e75b2fd · inbound

A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 92

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Beyond Reasoning Gains: Mitigating General-Capability Forgetting in Large Reasoning Models cites this paper.

Beyond Reasoning Gains: Mitigating General-Capability Forgetting in Large Reasoning Models Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 14

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VIDA: A dataset for Visually Dependent Ambiguity in Multimodal Machine Translation cites this paper.

VIDA: A dataset for Visually Dependent Ambiguity in Multimodal Machine Translation Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 91

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T05:50:25.875190Z

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Reflection Anchors for Propagation-Aware Visual Retention in Long-Chain Multimodal Reasoning cites this paper.

Reflection Anchors for Propagation-Aware Visual Retention in Long-Chain Multimodal Reasoning Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 14

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Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization cites this paper.

Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 49

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PDCR: Perception-Decomposed Confidence Reward for Vision-Language Reasoning cites this paper.

PDCR: Perception-Decomposed Confidence Reward for Vision-Language Reasoning Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 4

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Vision Inference Former: Sustaining Visual Consistency in Multimodal Large Language Models cites this paper.

Vision Inference Former: Sustaining Visual Consistency in Multimodal Large Language Models Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 6

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Observation a657bc6d-0f89-468e-ad1a-a62fc1c75155 · inbound

Vision Inference Former: Sustaining Visual Consistency in Multimodal Large Language Models cites this paper.

Vision Inference Former: Sustaining Visual Consistency in Multimodal Large Language Models Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-30T18:45:00.148348Z

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Observation 3bc2bbb6-ff74-4f4e-904b-77d8cf1c76ab · inbound

DeepLatent: Think with Images via Parallel Latent Visual Reasoning cites this paper.

DeepLatent: Think with Images via Parallel Latent Visual Reasoning Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T20:22:37.749897Z

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Observation 82634a68-c29c-4b80-af0a-e17b2ce07de2 · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T20:56:13.711776Z

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Observation 5bc3f27d-8948-4577-8e54-56eb41bc179f · inbound

Recompute or Reuse? Diagnosing and Mitigating Textual Shortcuts in VLM Self-Reflection cites this paper.

Recompute or Reuse? Diagnosing and Mitigating Textual Shortcuts in VLM Self-Reflection Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 23

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ReGround: Restoring Visual Grounding in Multi-Step Reasoning through Self-Diagnosis and Visual Re-Examination cites this paper.

ReGround: Restoring Visual Grounding in Multi-Step Reasoning through Self-Diagnosis and Visual Re-Examination Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T18:35:57.326931Z

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Observation 814def5c-f9f9-4f37-b6d8-ae11523efc6c · inbound

FOCUS: Decoupling Expert Personas in LLMs to Enhance Domain Expert Capabilities cites this paper.

FOCUS: Decoupling Expert Personas in LLMs to Enhance Domain Expert Capabilities Qwen Look Again: Guiding Vision-Language Reasoning Models to Re-attention Visual Information

Reference 10

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