Paper Citation Record · LEDGER

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

As of 22 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 68 inbound Pith citation observations for arXiv:2412.18319.

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

pith.paper-citation-record.v1
2412.18319 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:53:11.881661Z

measured 98 of 98 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 68 of 68 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:39:41.133050Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

30 of 30 outbound references displayed

verified exact0
verified fuzzy2
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 81eb2a25-5998-4329-b68c-5ea524fe735c · outbound

This paper cites Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.765441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a9b162e-0f4c-4f29-8cd9-2ab06e06629c · outbound

This paper cites GPT-4o System Card.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search GPT-4o System Card

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.785803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d285ebb5-6d30-485e-8903-df7e028a2b79 · outbound

This paper cites FigureQA: An Annotated Figure Dataset for Visual Reasoning.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search FigureQA: An Annotated Figure Dataset for Visual Reasoning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.790199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46180e2c-6fcb-42e5-8063-9c7ba423f5a7 · outbound

This paper cites Li, Z., Wang, X., Stengel-Eskin, E., Kortylewski, A., Ma, W., Van Durme, B., and Yuille, A.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Li, Z., Wang, X., Stengel-Eskin, E., Kortylewski, A., Ma, W., Van Durme, B., and Yuille, A

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:12.285186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5274f275-fe13-4bfc-ac1f-5685911b1364 · outbound

This paper cites CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.807652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e54dd486-895b-4c2f-97b7-bec701bf0d1a · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.811964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d457759-ff86-4225-81b8-b30da5703dce · outbound

This paper cites Improve Mathematical Reasoning in Language Models by Automated Process Supervision.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.816269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 666598a6-b623-4e77-8fa6-9dd3c559b2df · outbound

This paper cites ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.820533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f9efeb2-6bdd-4959-b142-e174385ebb26 · outbound

This paper cites Solving geometry problems: Combining text and diagram interpretation.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Solving geometry problems: Combining text and diagram interpretation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:53:12.271352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a8a23b19-74db-4885-9b32-ec481d98c792 · outbound

This paper cites PhyPlan: Compositional and Adaptive Physical Task Reasoning with Physics-Informed Skill Networks for Robot Manipulators.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search PhyPlan: Compositional and Adaptive Physical Task Reasoning with Physics-Informed Skill Networks for Robot Manipulators

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.837943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20c68557-2c2d-4123-ba51-e3d50c2e887e · outbound

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

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.842388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edc18909-d823-484d-bd94-9334a14f1dd3 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.846702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88b8f79a-7ea5-42ed-aba9-38b42bd20d11 · outbound

This paper cites Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.851150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f336bb95-8206-4a23-948e-20d069caaece · outbound

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

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.855660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1db25a7c-6ab2-41a6-97c8-a16b66e46da6 · outbound

This paper cites An Integrated Framework Integrating Monte Carlo Tree Search and Supervised Learning for Train Timetabling Problem.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search An Integrated Framework Integrating Monte Carlo Tree Search and Supervised Learning for Train Timetabling Problem

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.859993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2420f65f-0a02-4be7-b9dc-0ea2495fe35a · outbound

This paper cites Dense Connector for MLLMs.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Dense Connector for MLLMs

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.864340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 140be8b1-b78b-4d2f-b878-247733deb9f2 · outbound

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

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.868800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f2e1174-af77-4c1d-9cf2-9f6d4ef505a5 · outbound

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

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.873185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9860984a-0cc5-4a06-84b4-1f1e3741a20e · outbound

This paper cites MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.877393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2108ee9-3515-40f0-8f6b-26083aa9dba7 · outbound

This paper cites an unresolved cited work.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:53:12.256443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 91801d1a-5dd6-4d6c-a5ee-027a0dcff59e · outbound

This paper cites GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning

Reference 1998

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.750387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84b70e61-b89e-403f-ac4e-bd605e7ec43c · outbound

This paper cites Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs

Reference 2011

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.833403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dab83655-1716-4dc4-9ce1-41746ae4996e · outbound

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

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.828780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 232e2a99-5574-490f-9ea4-cba47188c600 · outbound

This paper cites G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.775687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35174df6-e4c8-412c-a46c-9e505155b2f1 · outbound

This paper cites GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.794660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37a6830a-9e8e-43ea-953f-aec62da1ffe3 · outbound

This paper cites A Survey on Evaluation of Multimodal Large Language Models.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search A Survey on Evaluation of Multimodal Large Language Models

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.781191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b741d1b-1012-4f4f-b367-94477b568d92 · outbound

This paper cites UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.755682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1e86f5f-52a9-4d06-ba6d-8adc1f5c89ff · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.760494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb4d3653-19db-4139-b6e9-6f77334002e5 · outbound

This paper cites A diagram is worth a dozen images.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search A diagram is worth a dozen images

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.799132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d545414e-7000-4cbd-b9c8-548049589512 · outbound

This paper cites The Llama 3 Herd of Models.

Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search The Llama 3 Herd of Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T04:53:11.770720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b10fc253-f090-4bb4-b52a-9276718d1b17 · inbound

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

ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T13:41:49.762335Z

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Unavailable: canonical work link unavailable.

Observation ad423973-0710-4592-aede-ac1814388c2f · inbound

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning cites this paper.

FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:26.830532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b580e726-7449-4b26-bbf6-24935a0bd077 · inbound

Search-o1: Agentic Search-Enhanced Large Reasoning Models cites this paper.

Search-o1: Agentic Search-Enhanced Large Reasoning Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:36:27.624658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0c1bcde0-415f-47b3-a589-c2117be0ae93 · inbound

A Survey on LLM Test-Time Compute via Search: Tasks, LLM Profiling, Search Algorithms, and Relevant Frameworks cites this paper.

A Survey on LLM Test-Time Compute via Search: Tasks, LLM Profiling, Search Algorithms, and Relevant Frameworks Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-10T19:27:23.501890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23c6a007-5724-4046-9993-79b620aaf323 · inbound

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning cites this paper.

O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T17:09:06.849411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2445863c-5c1f-4b83-836c-443a5ad29832 · inbound

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 235

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:32:32.914733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 05e96a44-673c-498a-9e44-a5c222bd5e75 · inbound

From System 1 to System 2: A Survey of Reasoning Large Language Models cites this paper.

From System 1 to System 2: A Survey of Reasoning Large Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 234

Resolution: verified exact; arxiv_id, observed 2026-05-13T01:36:24.386960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0168748b-34d2-4f34-931e-69076eab310a · inbound

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

LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 85

Resolution: verified exact; arxiv_id, observed 2026-05-16T15:15:46.332540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f0a57240-9dbe-4dc8-9a2c-892def0145cc · inbound

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

R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-16T00:19:20.521597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c6be422e-5438-4bd1-af12-e449029a4a2a · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 94

Resolution: verified exact; arxiv_id, observed 2026-05-15T17:18:53.762696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8b2e5172-eb26-4aab-bb35-1dfb5b7b0bde · inbound

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

R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-16T15:04:22.772654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e845a83c-c550-4af2-8f1d-78b2529bbb72 · inbound

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

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 81

Resolution: verified exact; arxiv_id, observed 2026-05-19T06:59:03.316807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b12f219c-6aff-409e-9b29-c0416c8f240e · inbound

FLARE: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding cites this paper.

FLARE: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 71

Resolution: verified exact; arxiv_id, observed 2026-05-22T19:52:01.898750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0502a755-aa09-4b7f-8a9a-8768539c88f2 · inbound

Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains cites this paper.

Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T05:39:41.133050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61adf9fe-006a-4855-b3de-58f0b2a44cfd · inbound

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models cites this paper.

Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 130

Resolution: unresolved; no resolver link, observed 2026-08-16T05:12:18.654182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff77fb0c-e3ed-4bc3-b77b-f2eaaa223465 · inbound

A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law cites this paper.

A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 142

Resolution: unresolved; no resolver link, observed 2026-08-16T00:48:19.665826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fb6049a-a965-430f-a92e-3813bd5b6a78 · inbound

UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation cites this paper.

UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T15:34:55.877402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d634656-5c72-4ccb-9890-89369531f8f8 · inbound

Training-Free Reasoning and Reflection in MLLMs cites this paper.

Training-Free Reasoning and Reflection in MLLMs Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:13:52.634235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90baaafb-bf9e-450e-bf43-6004bb7b83b6 · inbound

R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO cites this paper.

R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:34.575094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ecc574c-ada4-42b0-9d5d-6131135f8e9a · inbound

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models cites this paper.

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T14:31:14.568519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47598c7c-5742-4d49-b975-a4a009bdb9c0 · inbound

Unveiling the Compositional Ability Gap in Vision-Language Reasoning Model cites this paper.

Unveiling the Compositional Ability Gap in Vision-Language Reasoning Model Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:19:04.371188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73db5779-c516-4837-9876-314466996ab7 · inbound

MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs cites this paper.

MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T13:36:01.466524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daa75c69-f23d-4a59-a3ab-8ab7d728b3e0 · inbound

More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models cites this paper.

More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T14:51:35.946043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c410146c-2b0d-4cf1-9aec-ba6358eaa55b · inbound

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start cites this paper.

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T13:12:58.218444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e0959b3-67cf-4dbc-b435-144b138447c1 · inbound

Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models cites this paper.

Infi-MMR: Curriculum-based Unlocking Multimodal Reasoning via Phased Reinforcement Learning in Multimodal Small Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:59:22.779575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78b947a2-9833-44fc-9df2-237ae3597012 · inbound

Grounded Reinforcement Learning for Visual Reasoning cites this paper.

Grounded Reinforcement Learning for Visual Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 80

Resolution: verified exact; arxiv_id, observed 2026-05-22T01:05:52.100628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0b48fbce-4c79-415a-aeac-4e3e872724ae · inbound

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM cites this paper.

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T12:33:12.258432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 126c7a05-0e26-4e47-af71-db622ff377b7 · inbound

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking cites this paper.

GThinker: Towards General Multimodal Reasoning via Cue-Guided Rethinking Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T11:55:14.280040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11382a79-e212-483d-acee-0e4633d8e18a · inbound

VideoCap-R1: Enhancing MLLMs for Video Captioning via Structured Thinking cites this paper.

VideoCap-R1: Enhancing MLLMs for Video Captioning via Structured Thinking Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:40:55.873734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis cites this paper.

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 45f4b524-8bd6-478b-9f8e-112eb596ffea · inbound

MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning cites this paper.

MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T10:28:53.914971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb26364b-9673-4dc3-92d1-342ae56409e4 · inbound

SIGMA: Refining Large Language Model Reasoning via Sibling-Guided Monte Carlo Augmentation cites this paper.

SIGMA: Refining Large Language Model Reasoning via Sibling-Guided Monte Carlo Augmentation Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T06:01:49.661304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 087b4ef5-85d7-4553-bb5f-ca2c6e4f167e · inbound

Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions cites this paper.

Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:01:20.446667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f848019f-2edc-47ec-a455-f1c34aded2ed · inbound

VFaith: Do Large Multimodal Models Really Reason on Seen Images Rather than Previous Memories? cites this paper.

VFaith: Do Large Multimodal Models Really Reason on Seen Images Rather than Previous Memories? Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:34.668498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dcb0f31-3bf2-4cea-bf6c-bd8fbc64ad49 · inbound

PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning cites this paper.

PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T00:13:38.425045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee98e613-7690-4797-9504-94d2f83e0d75 · inbound

APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy Optimization cites this paper.

APO: Enhancing Reasoning Ability of MLLMs via Asymmetric Policy Optimization Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T22:29:28.485026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fec71ebb-790b-405a-aa09-33befdc3f34a · inbound

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI cites this paper.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.304579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dd3c650-550b-4868-80f4-384c5615805b · inbound

Multimodal Mathematical Reasoning with Diverse Solving Perspective cites this paper.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:24.323882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d984caf-423b-429f-a797-ea9f406ecd3e · inbound

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models cites this paper.

Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T21:22:27.289983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb6c8088-67a7-449e-a9d4-7d72bc5773c8 · inbound

EduFlow: Advancing MLLMs' Problem-Solving Proficiency through Multi-Stage, Multi-Perspective Critique cites this paper.

EduFlow: Advancing MLLMs' Problem-Solving Proficiency through Multi-Stage, Multi-Perspective Critique Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T18:04:55.194413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a463d6b-3352-4a14-aa1c-214b488ba78f · inbound

VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning cites this paper.

VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T16:34:00.236317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e9f9bd2-7984-4338-86fd-750d3c07a831 · inbound

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning cites this paper.

VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T11:35:17.014678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cca519d0-326f-488d-8942-db1710d26895 · inbound

The Emotional Baby Is Truly Deadly: Does your Multimodal Large Reasoning Model Have Emotional Flattery towards Humans? cites this paper.

The Emotional Baby Is Truly Deadly: Does your Multimodal Large Reasoning Model Have Emotional Flattery towards Humans? Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T00:59:43.431479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22b6c7f7-abb2-4156-85da-64c777a29856 · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:02.195906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d257517-7fcc-4fae-ba0e-77b5f9c88cd8 · inbound

Measuring Epistemic Humility in Multimodal Large Language Models cites this paper.

Measuring Epistemic Humility in Multimodal Large Language Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T18:49:39.220967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1901e20f-0587-4281-904a-fc08c4dbeab0 · inbound

Mixture-of-Visual-Thoughts: Exploring Context-Adaptive Reasoning Mode Selection for General Visual Reasoning cites this paper.

Mixture-of-Visual-Thoughts: Exploring Context-Adaptive Reasoning Mode Selection for General Visual Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:36:25.218707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dcb294ac-1729-4a20-957a-1b69187f1710 · inbound

AutoRubric: Rubric-Based Generative Rewards for Faithful Multimodal Reasoning cites this paper.

AutoRubric: Rubric-Based Generative Rewards for Faithful Multimodal Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:25:58.662923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eeae1f07-b5ad-4c89-b6b7-b8cbdaed8421 · inbound

From Hindsight to Foresight: Self-Encouraged Hindsight Distillation for Knowledge-based Visual Question Answering cites this paper.

From Hindsight to Foresight: Self-Encouraged Hindsight Distillation for Knowledge-based Visual Question Answering Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-03T22:19:23.737176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6e8d204-9495-40ae-8eeb-3eef15c4d873 · inbound

See, Think, Learn: A Self-Taught Multimodal Reasoner cites this paper.

See, Think, Learn: A Self-Taught Multimodal Reasoner Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T19:04:28.472931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed8b0df9-e4fc-4c3e-b2b3-a98afd06df6f · inbound

Boosting RL-Based Visual Reasoning with Selective Adversarial Entropy Intervention cites this paper.

Boosting RL-Based Visual Reasoning with Selective Adversarial Entropy Intervention Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T17:15:17.705468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06be3bcc-8d74-4ced-b42d-4ba96826ed5f · inbound

OmniDrive-R1: Reinforcement-driven Interleaved Multi-modal Chain-of-Thought for Trustworthy Vision-Language Autonomous Driving cites this paper.

OmniDrive-R1: Reinforcement-driven Interleaved Multi-modal Chain-of-Thought for Trustworthy Vision-Language Autonomous Driving Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-16T22:38:37.768730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 85d50452-a5a5-40d9-a4a2-c57091229151 · inbound

Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding cites this paper.

Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-03T11:13:16.953162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2742394c-f1b6-4286-9112-e5884e5e2ce1 · inbound

CodePercept: Code-Grounded Visual STEM Perception for MLLMs cites this paper.

CodePercept: Code-Grounded Visual STEM Perception for MLLMs Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-14T23:22:13.847876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 872e0a96-19b6-4882-b7c2-c9591849c3dc · inbound

Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models cites this paper.

Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:53:16.233964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2fe2d175-6bc3-4591-afde-d9e5046d62f7 · inbound

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs cites this paper.

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-13T22:43:22.880169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ef9652c7-9ee0-4bf7-90b9-b8bcf885574c · inbound

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs cites this paper.

EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-13T14:39:55.177552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29ab38f9-d3ae-4998-8379-e10253f297d4 · inbound

Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward cites this paper.

Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 82

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:20:47.814497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b1f3277b-1dbf-4699-b405-70d78dc7fd39 · inbound

See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection cites this paper.

See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:36:17.429128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fe21a0c5-c498-4073-81d0-d37b724abdfa · inbound

Improving Medical VQA through Trajectory-Aware Process Supervision cites this paper.

Improving Medical VQA through Trajectory-Aware Process Supervision Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T07:06:06.106083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4d9b3300-e2e6-4d78-811f-73a3c07cdc0b · inbound

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

Reflection Anchors for Propagation-Aware Visual Retention in Long-Chain Multimodal Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:26.743697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation eeb130d9-0f29-43d0-9bfd-e1f0120f3efb · inbound

AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution cites this paper.

AnE: Pushing the Reasoning Frontier of Multimodal LLMs via Anchor Evolution Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:14:04.640763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ab338af3-4a90-4700-88a7-e8dd47e69556 · 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 Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 105

Resolution: verified exact; arxiv_id, observed 2026-07-02T21:37:25.300780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c315e3cf-a431-4d02-aa05-953eb9477c07 · inbound

TVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding cites this paper.

TVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:27:25.919050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d5c49abe-4f0d-4486-a1c8-496ccb92d828 · inbound

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning cites this paper.

MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T20:18:57.680997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 73568d86-d25c-4e8c-b17b-b33d43b41570 · inbound

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents cites this paper.

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 122

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T08:39:42.611122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 53b5e208-032d-458c-91c4-6c7daec29b65 · inbound

H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation cites this paper.

H-OPD: Confidence Aware Heterogeneous Multi-Teacher Multimodal On-policy Distillation Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-12T09:29:14.105502Z

Source-reported events for the cited work

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Observation 3fe60863-c310-4158-80a8-9a02861da75b · inbound

CritiqueDriveVLM: From Verifier-Guided Reinforcement Learning to Latent Thought Distillation for Autonomous Driving cites this paper.

CritiqueDriveVLM: From Verifier-Guided Reinforcement Learning to Latent Thought Distillation for Autonomous Driving Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 59

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Observation 5e933b81-ad73-442f-8fe3-4765e11e0c6c · inbound

Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning cites this paper.

Model Guides You How to Draw: Adaptive Visual Gating for Unified Multimodal Reasoning Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-14T01:07:06.861298Z

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