Paper Citation Record · LEDGER

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis

As of 16 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 4 inbound Pith citation observations for arXiv:2506.02096.

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

pith.paper-citation-record.v1
2506.02096 v1

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:35:48.656605Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:47:27.883967Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T16:28:05.708078Z

Reference resolution

76 of 76 outbound references displayed

verified exact1
verified fuzzy11
unresolved64
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6187cca-91c3-42de-8472-71c141a21060 · outbound

This paper cites @esa (Ref.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis @esa (Ref

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:41.936149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38def998-febb-43b9-8077-7ad487d07064 · outbound

This paper cites an unresolved cited work.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:41.977593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d238d5-bf6a-4608-a501-72ae996bdf8b · outbound

This paper cites an unresolved cited work.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:35:51.317857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7833eefd-422b-4e3d-87df-b4bf2f8ceafd · outbound

This paper cites Phi-4-reasoning Technical Report.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Phi-4-reasoning Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:42.180779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ec446e8-42d1-46ff-8d8c-e3df9114472a · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Flamingo: a visual language model for few-shot learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:42.252690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a53a029f-0c75-451b-9f4b-32788710af0b · outbound

This paper cites Claude 3.7 sonnet.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Claude 3.7 sonnet

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.299837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 24131374-3806-4923-a548-3d4b089c74d4 · outbound

This paper cites Qwen2.5-VL Technical Report.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Qwen2.5-VL Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:42.453668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ee0dfea-5b0c-4812-9145-a8dba7689ad3 · outbound

This paper cites A Survey of Multimodal Large Language Model from A Data-centric Perspective.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis A Survey of Multimodal Large Language Model from A Data-centric Perspective

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:42.563075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c22a30bb-9997-482b-914d-9d91e59d0a67 · outbound

This paper cites Rank analysis of incomplete block designs: I.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Rank analysis of incomplete block designs: I

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:42.642750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bc9233c-8ceb-46ba-8cda-9ae023448025 · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Sft or rl? an early investigation into training r1-like reasoning large vision-language models

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.279167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ae23a085-3fb9-4407-85a0-a934e545035e · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis R1-v: Reinforcing super generalization ability in vision-language models with less than \ 3

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.265716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 34d88ea0-756b-4e34-ae93-b1fdaa4ed3b3 · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:42.887829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e2a18e6-d565-4ba6-8acc-37d8924be19d · outbound

This paper cites Chatbot arena: An open platform for evaluating llms by human preference.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Chatbot arena: An open platform for evaluating llms by human preference

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:42.993498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f831c92e-44e1-4380-a5fa-01ac675de575 · outbound

This paper cites Biomedical Visual Instruction Tuning with Clinician Preference Alignment.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Biomedical Visual Instruction Tuning with Clinician Preference Alignment

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:43.091029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79b86d50-af30-48d0-9a86-9aad26524e5f · outbound

This paper cites Theorem-Validated Reverse Chain-of-Thought Problem Generation for Geometric Reasoning.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Theorem-Validated Reverse Chain-of-Thought Problem Generation for Geometric Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:43.221451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed87c766-a6dc-47cb-b5cb-d88aa5d72c1b · outbound

This paper cites OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:43.330907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fe375c1-c7b5-484e-a161-31bcf0593054 · outbound

This paper cites How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:43.435240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a671aa5-87d9-4126-adb4-878b76fe86be · outbound

This paper cites What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:43.517803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf0d2612-911f-4d4c-8209-2f33268bd7b4 · outbound

This paper cites Solution of a ranking problem from binary comparisons.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Solution of a ranking problem from binary comparisons

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.222509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 650db308-b638-43f2-8d5d-8f3faaed4d97 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Gemini: A Family of Highly Capable Multimodal Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:43.700132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ade4cd4c-d9ac-44d1-b66e-6ac3a711b9fc · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:43.799581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cabece22-cff2-4f1c-a96d-23c6efec9290 · outbound

This paper cites Bias in Large Language Models: Origin, Evaluation, and Mitigation.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Bias in Large Language Models: Origin, Evaluation, and Mitigation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:43.887636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2db529f2-7589-4f6d-8e6e-4ba01d9e4c8e · outbound

This paper cites Minimax-optimal inference from partial rankings.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Minimax-optimal inference from partial rankings

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.184027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d12f446e-6c97-4192-adc2-204a1ced061a · outbound

This paper cites Multi-modal Synthetic Data Training and Model Collapse: Insights from VLMs and Diffusion Models.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Multi-modal Synthetic Data Training and Model Collapse: Insights from VLMs and Diffusion Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:44.065746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf28e19e-dbe7-4195-b91d-6aed987e7192 · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:44.142868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ced2ab8-255d-4e7b-b565-a4a820322838 · outbound

This paper cites GPT-4o System Card.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis GPT-4o System Card

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:44.242073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 747b2510-aa0e-4a01-90fb-270351244842 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:44.334513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3de466ae-685b-4712-88f4-c2efc8f103b9 · outbound

This paper cites Kimi-VL Technical Report.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Kimi-VL Technical Report

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:44.484635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fe1a62f-9281-4da4-a788-23b525eb8245 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Gonzalez, Hao Zhang, and Ion Stoica

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:44.582583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31790328-208c-4bb1-bc96-3a1ef76af91e · outbound

This paper cites Llava-next: Stronger llms supercharge multimodal capabilities in the wild, May 2024 a.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Llava-next: Stronger llms supercharge multimodal capabilities in the wild, May 2024 a

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:51.110422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2904867b-9b6f-4ca3-bad0-3d10a0cf5cb8 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis LLaVA-OneVision: Easy Visual Task Transfer

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:44.784577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de55569d-7d7e-4a88-ad9a-826430d87c03 · outbound

This paper cites LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:44.888994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c716f602-1221-444c-be7a-4a8e7e71a635 · outbound

This paper cites TextBind: Multi-turn Interleaved Multimodal Instruction-following in the Wild.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis TextBind: Multi-turn Interleaved Multimodal Instruction-following in the Wild

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:35:49.344555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d630d306-b179-4a60-87f6-a214bf57fa22 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:50.850222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4d4f2cae-024a-4301-a03e-21f1e91b980c · outbound

This paper cites VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.165859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 510385c4-0869-43fe-8cbe-16199966b57d · outbound

This paper cites Understanding and Mitigating Bias Inheritance in LLM-based Data Augmentation on Downstream Tasks.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Understanding and Mitigating Bias Inheritance in LLM-based Data Augmentation on Downstream Tasks

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.240736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07818c08-b6e3-4a43-a672-edcb1c042834 · outbound

This paper cites LIMR: Less is More for RL Scaling.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis LIMR: Less is More for RL Scaling

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.327280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3df0d95d-4c97-4b3c-8f89-3abd196b1efb · outbound

This paper cites Visual instruction tuning.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Visual instruction tuning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.411544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d6f53ad-e226-4e89-b634-75ebfba23a18 · outbound

This paper cites Improved baselines with visual instruction tuning.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Improved baselines with visual instruction tuning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.521488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b0fda6a-c7cb-4060-b6c8-0f1741d7eeed · outbound

This paper cites What Makes Good Data for Alignment? A Comprehensive Study of Automatic Data Selection in Instruction Tuning.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis What Makes Good Data for Alignment? A Comprehensive Study of Automatic Data Selection in Instruction Tuning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.608563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba55c519-66f4-4e96-97b8-e4c7746baaf7 · outbound

This paper cites Noisyrollout: Reinforcing visual reasoning with data augmentation, 2025 a.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Noisyrollout: Reinforcing visual reasoning with data augmentation, 2025 a

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.685696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4243140-b616-4e12-a060-0fa3aa769e70 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Understanding R1-Zero-Like Training: A Critical Perspective

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.759914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a7f63d8-7d4d-4f82-a545-29279563f384 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.833316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0e4118f-8b8e-4283-ba7e-455aca61d857 · outbound

This paper cites Ursa: Understanding and verifying chain-of-thought reasoning in multimodal mathematics.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Ursa: Understanding and verifying chain-of-thought reasoning in multimodal mathematics

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.903561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a3c5ca4-c5d8-4559-ac15-4050a424d602 · outbound

This paper cites MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:45.979553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a098ea00-8092-40cc-8023-b1a7c52b535b · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.053056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12809237-5dff-433c-aa41-d28f3afc8c38 · outbound

This paper cites Iterative ranking from pair-wise comparisons.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Iterative ranking from pair-wise comparisons

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.131832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16ee4cb3-d35d-43bc-bbca-0e8a180b1b8f · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.225972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b474b799-dfb0-4dc5-b822-dc123530c909 · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning?

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.295497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02404c31-7369-43d5-8fcc-1bd93236094a · outbound

This paper cites Proximal Policy Optimization Algorithms.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Proximal Policy Optimization Algorithms

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.364671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a776c3c-4134-4707-bc44-50b7809548a0 · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.455575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3607d390-bcba-4434-aa0f-3a24e1420cde · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis HybridFlow: A Flexible and Efficient RLHF Framework

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.547506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a3f3a05-f5fc-4a3f-a88d-7f220ec9a4a6 · outbound

This paper cites Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.632301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 814b1d37-28b1-4257-8d38-56b0aa65d387 · outbound

This paper cites Some rank order tests which are most powerful against specific parametric alternatives.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Some rank order tests which are most powerful against specific parametric alternatives

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:50.605631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c7cd2c15-bf9d-4f7e-a6e5-441590bccb17 · outbound

This paper cites Dart-math: Difficulty-aware rejection tuning for mathematical problem-solving.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Dart-math: Difficulty-aware rejection tuning for mathematical problem-solving

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.817678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a903f51d-b1df-4c2a-b767-3e18cd230981 · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Measuring multimodal mathematical reasoning with math-vision dataset

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:50.271280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation db2b616b-3222-4f49-9bcc-45395e56de21 · outbound

This paper cites Agri-LLaVA: Knowledge-Infused Large Multimodal Assistant on Agricultural Pests and Diseases.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Agri-LLaVA: Knowledge-Infused Large Multimodal Assistant on Agricultural Pests and Diseases

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:46.989091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04625a6a-c12b-4741-a4d4-b573b244768e · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.087104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1debfe81-31f3-4173-9bf5-783109667a66 · outbound

This paper cites QuRating: Selecting High-Quality Data for Training Language Models.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis QuRating: Selecting High-Quality Data for Training Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.179506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fd56d91-44f8-4727-9c8f-17c273d6c01f · outbound

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis LESS: Selecting Influential Data for Targeted Instruction Tuning

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.274238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8e5cbd9-5d77-44bd-99a1-e8527c71921b · outbound

This paper cites WizardLM: Empowering large pre-trained language models to follow complex instructions.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis WizardLM: Empowering large pre-trained language models to follow complex instructions

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.349754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48ce8203-2fb1-4340-8e8a-e8328f62ec26 · outbound

This paper cites Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.442353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9945eb6f-2e2a-44af-a382-649b997bffdb · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.538238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e11d0494-ee93-48e0-b805-ec5b346c0859 · outbound

This paper cites Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.633710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d6ed220-c3b6-406f-a283-3abb183608da · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.704809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5816efab-176e-4812-b4af-4645f840aa09 · outbound

This paper cites VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.789603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02528de9-975f-4329-9a32-8d8299e7940b · outbound

This paper cites SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.858390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cdf3911-6cfc-49e3-9a6e-db665d108f64 · outbound

This paper cites R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:47.951687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b492e3b-9148-4658-aeac-c5b03ebb118c · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In European Conference on Computer Vision, pp.\ 169--186.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In European Conference on Computer Vision, pp.\ 169--186

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:48.064298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85b0c8d5-e330-4b54-b0ee-0a09458f3881 · outbound

This paper cites Mavis: Mathematical visual instruction tuning.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Mavis: Mathematical visual instruction tuning

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:49.943274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0b217a9b-0c96-425e-be90-cf67935278db · outbound

This paper cites Easyr1: An efficient, scalable, multi-modality rl training framework.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Easyr1: An efficient, scalable, multi-modality rl training framework

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:48.225424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6efe3762-95b1-408a-bc3b-ca878f1a1378 · outbound

This paper cites Lima: Less is more for alignment.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Lima: Less is more for alignment

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:48.312203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f7571fe-8f07-48d5-a41e-884b3b99e191 · outbound

This paper cites NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Models.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Models

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:48.404458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a78461e9-b9f9-4af6-bfdf-124de97dc7f6 · outbound

This paper cites Anyprefer: An Agentic Framework for Preference Data Synthesis.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Anyprefer: An Agentic Framework for Preference Data Synthesis

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:48.503722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b6cf58-0845-45a2-95e5-16bb60f350e7 · outbound

This paper cites Dynamath: A dynamic visual benchmark for evaluating mathematical reasoning robustness of vision language models, 2024.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Dynamath: A dynamic visual benchmark for evaluating mathematical reasoning robustness of vision language models, 2024

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:35:49.749976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f1303788-f8f7-4a4d-a01a-64db254eba24 · outbound

This paper cites write newline.

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis write newline

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T11:35:48.656605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3e6ecd59-cd6a-4989-995d-28ea935f3b0c · inbound

SCALER:Synthetic Scalable Adaptive Learning Environment for Reasoning cites this paper.

SCALER:Synthetic Scalable Adaptive Learning Environment for Reasoning SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-16T16:28:05.710085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a65cee66-e7eb-462a-a1eb-7559aa9d25da · inbound

GaMMA: Towards Joint Global-Temporal Music Understanding in Large Multimodal Models cites this paper.

GaMMA: Towards Joint Global-Temporal Music Understanding in Large Multimodal Models SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:47:17.195171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6f0c6a90-80f6-4654-a8b5-00947dc73b4e · inbound

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning cites this paper.

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis

Reference 142

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:15:49.390205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d658f3bf-0e1d-456a-b0ec-cbf42d7578a0 · inbound

Trace: A Taxonomy-Guided Environment for Multidomain Visual Reasoning cites this paper.

Trace: A Taxonomy-Guided Environment for Multidomain Visual Reasoning SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-01T11:47:27.883967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.