Paper Citation Record · LEDGER

Evidence-RL: Towards Evidence-intensive Visual Reasoning

As of 18 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2608.08021.

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

pith.paper-citation-record.v1
2608.08021 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:39:05.892968Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact4
verified fuzzy1
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c9dfa458-87c4-4632-a537-45085cdb9cd6 · outbound

This paper cites Tool- r0: Self-evolving llm agents for tool-learning from zero data.arXiv preprint arXiv:2602.21320,.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Tool- r0: Self-evolving llm agents for tool-learning from zero data.arXiv preprint arXiv:2602.21320,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.800340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfb1ce76-87af-4d5a-af9b-c0bec83ec15d · outbound

This paper cites Sophiavl-r1: Reinforc- ing mllms reasoning with thinking reward.arXiv preprint arXiv:2505.17018,.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Sophiavl-r1: Reinforc- ing mllms reasoning with thinking reward.arXiv preprint arXiv:2505.17018,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.812847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0069c6a6-1118-4305-bf8d-fab3f2f31596 · outbound

This paper cites Spotlight on token perception for multimodal reinforcement learning.arXiv preprint arXiv:2510.09285,.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Spotlight on token perception for multimodal reinforcement learning.arXiv preprint arXiv:2510.09285,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.820629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf88e92f-4dac-4959-a799-4f1a421fbda7 · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

Evidence-RL: Towards Evidence-intensive Visual Reasoning LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.824676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d76588c-f76f-495e-8348-11704440b442 · outbound

This paper cites Treble Counterfactual VLMs: A Causal Approach to Hallucination.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Treble Counterfactual VLMs: A Causal Approach to Hallucination

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.828512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5078d6ed-8519-4389-9a3e-c77b9b33bfdb · outbound

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

Evidence-RL: Towards Evidence-intensive Visual Reasoning Evaluating object hallucination in large vision-language models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:39:06.834391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7310bdba-2adb-4724-b15b-138f74838505 · outbound

This paper cites Vision language models are blind: Failing to translate detailed visual features into words.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Vision language models are blind: Failing to translate detailed visual features into words

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.848942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab05cd7b-14b8-45f5-b9c3-6f8fbadddbaa · outbound

This paper cites Proximal Policy Optimization Algorithms.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Proximal Policy Optimization Algorithms

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.852736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83875587-b800-4e2a-967b-0d3497eddaa7 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

Evidence-RL: Towards Evidence-intensive Visual Reasoning VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.859671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91acbfc0-b453-420d-8c8a-c9233ded11e4 · outbound

This paper cites Regionreasoner: Region-grounded multi-round visual reasoning.arXiv preprint arXiv:2602.03733,.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Regionreasoner: Region-grounded multi-round visual reasoning.arXiv preprint arXiv:2602.03733,

Reference 17

Resolution: verified exact; raw_fallback, observed 2026-08-12T00:39:06.437720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 58f1fe84-3691-401f-a38a-f504f8d93ee9 · outbound

This paper cites VGR: Visual Grounded Reasoning.

Evidence-RL: Towards Evidence-intensive Visual Reasoning VGR: Visual Grounded Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.867332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cd0f623-b3a5-4ecf-8725-a9fa58ff3ad1 · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

Evidence-RL: Towards Evidence-intensive Visual Reasoning InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.871309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b9ee68d-1667-4c91-9ad5-7fa053eb388a · outbound

This paper cites Perception-r1: Advancing multimodal reasoning capabilities of mllms via visual perception reward.arXiv preprint arXiv:2506.07218,.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Perception-r1: Advancing multimodal reasoning capabilities of mllms via visual perception reward.arXiv preprint arXiv:2506.07218,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.875271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5db48f9-afc0-46a5-8235-258bbb94fddc · outbound

This paper cites Hii-dpo: Eliminate hallucination via accurate hallucination-inducing counterfactual images.arXiv preprint arXiv:2602.10425,.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Hii-dpo: Eliminate hallucination via accurate hallucination-inducing counterfactual images.arXiv preprint arXiv:2602.10425,

Reference 21

Resolution: verified exact; raw_fallback, observed 2026-08-12T00:39:06.277276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 06b610bd-3c22-45c7-9776-6449837c9e14 · outbound

This paper cites Freak: A fine-grained hallucination evaluation benchmark for advanced mllms.arXiv preprint arXiv:2603.19765,.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Freak: A fine-grained hallucination evaluation benchmark for advanced mllms.arXiv preprint arXiv:2603.19765,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.882355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c753def7-f0a6-499a-81b6-d320da5fcc95 · outbound

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

Evidence-RL: Towards Evidence-intensive Visual Reasoning VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.885814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9516e083-2882-474c-8f15-0af076e07cb9 · outbound

This paper cites Paper notation.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Paper notation

Reference 25

Resolution: verified exact; raw_fallback, observed 2026-08-12T00:39:06.067597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f72541ce-2575-4e66-a224-da6f4a59053c · outbound

This paper cites Perceptual-evidence anchored reinforced learning for multimodal reasoning.arXiv preprint arXiv:2511.18437, 2025a.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Perceptual-evidence anchored reinforced learning for multimodal reasoning.arXiv preprint arXiv:2511.18437, 2025a

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.889512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e209b76-8d90-4769-aba2-610a8b897fb5 · outbound

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

Evidence-RL: Towards Evidence-intensive Visual Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.856137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44272ef2-07fa-4948-8519-60251738e985 · outbound

This paper cites Chain-of-Visual-Thought: Teaching VLMs to See and Think Better with Continuous Visual Tokens.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Chain-of-Visual-Thought: Teaching VLMs to See and Think Better with Continuous Visual Tokens

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.844143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e30091e1-c254-4316-92d6-4ce14204807c · outbound

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

Evidence-RL: Towards Evidence-intensive Visual Reasoning MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.839955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 617224c5-5421-4b07-a6ad-723238812bb3 · outbound

This paper cites Self-Rewarding Vision-Language Model via Reasoning Decomposition.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Self-Rewarding Vision-Language Model via Reasoning Decomposition

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.835943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47b179b8-5d6f-4126-9d5f-2f3a457ac9fb · outbound

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

Evidence-RL: Towards Evidence-intensive Visual Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.816731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 399ab30b-0d93-4c76-bfa4-48d46c04ad39 · outbound

This paper cites Linking perception, confidence and accuracy in mllms.arXiv preprint arXiv:2603.12149,.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Linking perception, confidence and accuracy in mllms.arXiv preprint arXiv:2603.12149,

Reference 2025

Resolution: verified exact; raw_fallback, observed 2026-08-12T00:39:06.755512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e7fa1d77-bdc2-4f9a-8d4c-d92eb13948eb · outbound

This paper cites Qwen3-VL Technical Report.

Evidence-RL: Towards Evidence-intensive Visual Reasoning Qwen3-VL Technical Report

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-12T00:39:05.804628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.