Paper Citation Record · LEDGER

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints

As of 23 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 4 inbound Pith citation observations for arXiv:2506.14821.

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

pith.paper-citation-record.v1
2506.14821 v3

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:57:50.582268Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T00:59:21.754125Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T15:09:54.916129Z

Reference resolution

36 of 36 outbound references displayed

verified exact0
verified fuzzy6
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 807be10b-9395-4077-8cca-cfe0d2bde021 · outbound

This paper cites Qwen Technical Report.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Qwen Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.340731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e80221b9-7f65-44dc-a55c-248078a8b337 · outbound

This paper cites Qwen2.5-VL Technical Report.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.347226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0fa55a5-b713-49fc-9f3b-ff77372806c6 · outbound

This paper cites Words or Vision: Do Vision-Language Models Have Blind Faith in Text?.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Words or Vision: Do Vision-Language Models Have Blind Faith in Text?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.355178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d65f2de-5a24-42a4-a984-dd68cf4ac653 · outbound

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

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.363366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45647678-922f-44e3-a91a-47a44320d024 · outbound

This paper cites How Well Can Vision Language Models See Image Details?.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints How Well Can Vision Language Models See Image Details?

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.370077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fea62e8-17af-4438-ae76-049c1c4e08f9 · outbound

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

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.376121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 115bedb6-730c-4e7a-861e-7d0c591c3f09 · outbound

This paper cites Visual programming: Compositional visual reasoning without training.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Visual programming: Compositional visual reasoning without training

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:51.567458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2376941c-1789-41cd-959f-712c3846433b · outbound

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

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.395418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6b6d596-1516-4e9c-826d-5f380ebd5e28 · outbound

This paper cites GPT-4o System Card.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints GPT-4o System Card

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.403978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57dc231c-abb1-4408-ab63-d9983aa0474c · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.409615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc78e49-d107-4875-9227-0be3f22a816d · outbound

This paper cites DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.419860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb934223-e1ef-4b8d-8011-0ad370fc0956 · outbound

This paper cites API -bank: A comprehensive benchmark for tool-augmented LLM s.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints API -bank: A comprehensive benchmark for tool-augmented LLM s

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.426006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8d24794-e0cf-4293-9398-a5e18f4e90df · outbound

This paper cites InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints InfiMM-HD: A Leap Forward in High-Resolution Multimodal Understanding

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.431220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c58f9d50-3dee-4194-a524-81aad9ff36cf · outbound

This paper cites TextCoT: Zoom In for Enhanced Multimodal Text-Rich Image Understanding.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints TextCoT: Zoom In for Enhanced Multimodal Text-Rich Image Understanding

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.436455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c50d509-3051-4a26-a553-5419dcc3eb98 · outbound

This paper cites Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.441648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95f5041c-ab15-4854-9ef6-ab890f92ed51 · outbound

This paper cites an unresolved cited work.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Unresolved cited work

Reference 16

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T04:57:51.083101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b419a21e-9801-476d-bbb9-f56277c8cb72 · outbound

This paper cites ToolRL: Reward is All Tool Learning Needs.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints ToolRL: Reward is All Tool Learning Needs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.452790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25f6e155-d836-4c44-84df-d5ef548a87fc · outbound

This paper cites Vision language models are blind.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Vision language models are blind

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:51.543102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2b432fc9-d0e0-4a6b-85fe-20d7c1df7828 · outbound

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

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.465503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52602015-4285-4698-93ab-0b88b0fc2e98 · outbound

This paper cites ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.473467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee95d8b3-e1b9-411a-aca4-e01c330c29ec · outbound

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

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.480102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fe2aaaa-71ca-4903-873d-9525efa9739c · outbound

This paper cites Towards vqa models that can read.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Towards vqa models that can read

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:51.521447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4370f78f-ad7e-460a-afac-bbb72edbc717 · outbound

This paper cites Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.493602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd96d3a5-b0e9-43ea-9bb2-b19e134a2252 · outbound

This paper cites Eyes Wide Shut ? Exploring the Visual Shortcomings of Multimodal LLMs.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Eyes Wide Shut ? Exploring the Visual Shortcomings of Multimodal LLMs

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:51.495365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1cf72b14-1ce3-462a-a7c8-279e6a630443 · outbound

This paper cites Mllm-tool: A multimodal large language model for tool agent learning.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Mllm-tool: A multimodal large language model for tool agent learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.507372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eddcca11-3e5d-4acd-9b7a-77af903b8cd7 · outbound

This paper cites VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.514130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 810329ef-15bb-457a-8210-5e9744edee3b · outbound

This paper cites Divide, conquer and combine: A training-free framework for high-resolution image perception in multimodal large language models.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Divide, conquer and combine: A training-free framework for high-resolution image perception in multimodal large language models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.525845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c994aca-7fb1-4127-81e4-3235be072627 · outbound

This paper cites Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.533988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1da3e08-99d8-4710-89cf-989299039783 · outbound

This paper cites V?: Guided visual search as a core mechanism in multimodal llms.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints V?: Guided visual search as a core mechanism in multimodal llms

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:51.469386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a1c98a9e-53d7-41d8-ba19-673014b47b5b · outbound

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

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.546246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db15b5e0-d7ea-4612-8a4c-0d59a88f5afa · outbound

This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.551997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7826dbf-e05f-49db-b7d3-180dc53aebe5 · outbound

This paper cites Predicting goal-directed human attention using inverse reinforcement learning.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Predicting goal-directed human attention using inverse reinforcement learning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:57:51.448207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b1161c2b-61e7-4430-9521-4776fc732956 · outbound

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

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.563657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b19bc3e2-5c75-401a-aca3-6dbb135c814f · outbound

This paper cites Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.569467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90a9cec5-14ed-48b0-9266-55363b3a1af6 · outbound

This paper cites LLaVA-UHD v2: an MLLM Integrating High-Resolution Semantic Pyramid via Hierarchical Window Transformer.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints LLaVA-UHD v2: an MLLM Integrating High-Resolution Semantic Pyramid via Hierarchical Window Transformer

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.575266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36bcf9ab-8f31-4149-b913-3657639cb1dd · outbound

This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T04:57:50.582268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d14628f5-581b-44e4-8269-0737da2e3b59 · inbound

Visual Reasoning through Tool-supervised Reinforcement Learning cites this paper.

Visual Reasoning through Tool-supervised Reinforcement Learning Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:46:03.011383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 286d5a95-1ac0-460a-8654-e38e7b89ef06 · inbound

Robusto-2: Benchmarking Humans & VLMs for Autonomous Driving in Lima & New York City cites this paper.

Robusto-2: Benchmarking Humans & VLMs for Autonomous Driving in Lima & New York City Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:59:32.460615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation caba1028-2cc3-4038-a103-2f69c434e245 · inbound

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models cites this paper.

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints

Reference 208

Resolution: verified exact; arxiv_id, observed 2026-07-04T15:09:54.917925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b16b97a9-0b9a-4018-ab06-12f1346796d1 · inbound

Beyond Zooming: Learning Multi-Tool Visual Reasoning for Ultra-High-Resolution Remote Sensing cites this paper.

Beyond Zooming: Learning Multi-Tool Visual Reasoning for Ultra-High-Resolution Remote Sensing Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-01T00:59:21.754125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.