Paper Citation Record · LEDGER

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism

As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2506.08691.

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

pith.paper-citation-record.v1
2506.08691 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:09:24.020605Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T19:36:57.231932Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T21:37:25.289403Z

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy0
unresolved45
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 23ace000-230b-4d70-a2f6-a22c80d74a04 · outbound

This paper cites M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism M$^3$CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:18.196208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c80bb66-02a8-4420-a3c7-08d9ebd843db · outbound

This paper cites Vision-Language Models Can Self-Improve Reasoning via Reflection.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Vision-Language Models Can Self-Improve Reasoning via Reflection

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:18.339751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a88b7e8b-8b0b-4109-b718-e29bf56f8044 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:26.869391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4234ff1d-a7b8-47fb-b9ec-4092ced0f56f · outbound

This paper cites Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:18.616592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ff5ce33-eb00-477a-9bfe-dedaac308c02 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:26.688387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 545bdbd5-21ae-42ef-983b-af63ca588c00 · outbound

This paper cites MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:18.908261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b82c278-4165-4991-bafd-c1790c45ff77 · outbound

This paper cites Reasoning with Language Model is Planning with World Model.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Reasoning with Language Model is Planning with World Model

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:18.989445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9b9faf8-5635-468d-ad9f-915166704426 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:26.473220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 22e7a611-396f-4de5-9f91-6664fcbf3176 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:19.387591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4cc418c-f9fe-4f52-9f47-9608d2518715 · outbound

This paper cites Enhancing LLM Reasoning with Reward-guided Tree Search.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Enhancing LLM Reasoning with Reward-guided Tree Search

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:19.582648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf9a2bda-4e86-44c3-87b2-93b8c94e6932 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:19.753354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e48b2f53-69e0-4b15-b07c-c0d92a0647c5 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:19.869927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0838fab1-c0a1-4f3b-bca0-ad1570aa6a54 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:26.276145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 703522a3-f8db-4ca3-bffe-b10263c8ba16 · outbound

This paper cites Let's Verify Step by Step.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Let's Verify Step by Step

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:20.155515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53f62501-e248-4ba2-b045-4974a4ac66bb · outbound

This paper cites ChartThinker: A Contextual Chain-of-Thought Approach to Optimized Chart Summarization.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism ChartThinker: A Contextual Chain-of-Thought Approach to Optimized Chart Summarization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:20.285362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3053ebc7-247d-47bd-a3ba-0dca31b5db42 · outbound

This paper cites Large Language Model Guided Tree-of-Thought.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Large Language Model Guided Tree-of-Thought

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:20.396124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2343b7c5-30cf-4720-be51-62f1247f0507 · outbound

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

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:20.523908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf928d51-7b97-4148-b96b-7546f86bebab · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:20.636332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02824006-03e0-44bd-8de7-a77bf2d4f914 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:26.094013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 64f3840c-b3e4-4392-9489-7bf1e8cf09d0 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:25.899175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 243c15b1-9f15-4dcf-aac3-c2fadbf53751 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:25.683150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1a6999fa-faf2-47bb-a125-bdb61b8312a0 · outbound

This paper cites Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:21.174185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51686c0b-61a3-46c9-975f-c39cbefbb205 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:21.380191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d22d9979-53ec-47a4-af77-8cb356a00a67 · outbound

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

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:21.545744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59fbe118-6147-4a95-9996-0156d9c7c597 · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:21.647142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc132b93-c994-4b01-8c8a-2b858c3fdb7f · outbound

This paper cites CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:21.813886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecb2c3a1-578c-4746-853a-24f3db9e00e9 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:22.026151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a92ce3da-0fea-4661-b610-a2ca319d9984 · outbound

This paper cites ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:22.134598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e1acb8e-75d2-4094-aa64-372b6ae565b4 · outbound

This paper cites Number it: Temporal Grounding Videos like Flipping Manga.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Number it: Temporal Grounding Videos like Flipping Manga

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:22.277066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caded182-4d53-4ea1-bd7c-7174b021f941 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:25.508723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0ee7b07b-56ff-4d14-bb91-6822defa8d9e · outbound

This paper cites ChartBench: A Benchmark for Complex Visual Reasoning in Charts.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism ChartBench: A Benchmark for Complex Visual Reasoning in Charts

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:22.590714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fe46db7-7db3-4442-8aa6-ac1809a3e171 · outbound

This paper cites Qwen2 Technical Report.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Qwen2 Technical Report

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:22.792599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1aabe9c5-9116-472c-81e7-422112b144eb · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:25.334215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2a01d426-545e-4ba5-b37a-309808586dc8 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:22.962916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adadffbe-0eba-41be-8c18-fa335bfa63c7 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:23.042401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b712d1f3-ae63-4f03-beab-9d97bf352f50 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:25.128428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f4a3a9e7-5c69-4fc8-bffa-56f9115de103 · outbound

This paper cites ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:23.240182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f87f5801-3e66-45b7-a293-8186d484b3df · outbound

This paper cites LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:23.349125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c15f74a-18aa-48b8-a829-3e63b4303cae · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:24.940863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ba1fb63a-f1e6-4641-aa47-f9c3ad038dcd · outbound

This paper cites Automatic Chain of Thought Prompting in Large Language Models.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Automatic Chain of Thought Prompting in Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:23.513166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 133a0312-fd14-48e7-a0bb-71019c467bc8 · outbound

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

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Multimodal Chain-of-Thought Reasoning in Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:23.620651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00d1e608-90c7-4f33-8808-8973a85ceb53 · outbound

This paper cites Benchmarking Multi-Image Understanding in Vision and Language Models: Perception, Knowledge, Reasoning, and Multi-Hop Reasoning.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Benchmarking Multi-Image Understanding in Vision and Language Models: Perception, Knowledge, Reasoning, and Multi-Hop Reasoning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:23.728013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c852993-e185-4769-a192-ca990e3e4728 · outbound

This paper cites an unresolved cited work.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:09:24.769823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b55daa42-dcb9-4598-b6f7-af149e0545d6 · outbound

This paper cites online" 'onlinestring :=.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism online" 'onlinestring :=

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:23.911059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d416c5df-3027-4e69-a81a-896a28d1c2ca · outbound

This paper cites write newline.

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism write newline

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T05:09:24.020605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cc0b75d9-5201-44ca-bc33-ab92b9cfcfb7 · inbound

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning cites this paper.

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism

Reference 109

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.290672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.