Multimodal Mathematical Reasoning with Diverse Solving Perspective | Paper Citation Record

Observation 0245e5fc-8218-432e-bfe3-42f2f1c24612 · outbound

This paper cites Self-consistency improves chain of thought reasoning in language models,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Self-consistency improves chain of thought reasoning in language models,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:31.773810Z

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Observation 64af3cc2-b97a-4cdb-90a4-4035dcc9e2b4 · outbound

This paper cites Least-to-most prompting enables complex reasoning in large language models,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Least-to-most prompting enables complex reasoning in large language models,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:31.616102Z

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Observation ccee0ef6-5394-454e-89be-99017a16ab1a · outbound

This paper cites Step 3.5 flash: Open frontier-level intelligence with 11b active parameters,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Step 3.5 flash: Open frontier-level intelligence with 11b active parameters,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:17.305579Z

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Observation 29e5b0cd-b16b-45d4-8c4f-dbf0c11881f3 · outbound

This paper cites WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct.

Multimodal Mathematical Reasoning with Diverse Solving Perspective WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:17.433526Z

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Observation 06fbe349-9b4c-4654-b506-1667c8347f7d · outbound

This paper cites MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning.

Multimodal Mathematical Reasoning with Diverse Solving Perspective MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:17.522134Z

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Observation 61435414-e834-4a41-9705-33e018346af6 · outbound

This paper cites ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving.

Multimodal Mathematical Reasoning with Diverse Solving Perspective ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:17.674533Z

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Observation bc765007-bb10-425f-ad99-a59f4dc20930 · outbound

This paper cites Draft, sketch, and prove: Guiding formal theorem provers with informal proofs,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Draft, sketch, and prove: Guiding formal theorem provers with informal proofs,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:31.478952Z

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a7e8d909-e357-49c2-9414-f111b5453fca · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:17.915507Z

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Observation 112f13bf-754b-4e8a-bb53-52b820592ea1 · outbound

This paper cites Visual instruction tuning,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Visual instruction tuning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:31.126088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3a7a24ad-bc8d-4a12-838e-290067c89d6e · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:18.168098Z

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Observation 58d21740-719c-4a91-bd84-630a6633a19d · outbound

This paper cites UNK-VQA: A Dataset and a Probe into the Abstention Ability of Multi-modal Large Models.

Multimodal Mathematical Reasoning with Diverse Solving Perspective UNK-VQA: A Dataset and a Probe into the Abstention Ability of Multi-modal Large Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:18.243165Z

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Observation 7128c44d-975c-4738-8e16-ff647762484c · outbound

This paper cites an unresolved cited work.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:25:30.853216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 09c6bfd0-0ea2-4f2b-b2ea-0eb83d75836b · outbound

This paper cites an unresolved cited work.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:25:30.570261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a39c2b20-9630-4265-a908-c7b5e45989e1 · outbound

This paper cites Verbal reports as data.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Verbal reports as data

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:30.313921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9dbc7b91-2a76-4d4f-9844-df297d1b141b · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Chain-of-thought prompting elicits reasoning in large language models,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:30.061508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9a65990e-73fe-4586-96df-5ee8d1d80025 · outbound

This paper cites Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:18.899641Z

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Observation 08d63ee7-e479-4724-a248-7d0652020daf · outbound

This paper cites Introducing openai o1,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Introducing openai o1,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:29.851879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fbefea65-3c7b-428e-a410-675743b95001 · outbound

This paper cites Instructblip: Towards general-purpose vision-language mod- els with instruction tuning,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Instructblip: Towards general-purpose vision-language mod- els with instruction tuning,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:29.716354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f05ccbf1-b71b-4558-8101-8a61379751c5 · outbound

This paper cites an unresolved cited work.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.149955Z

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Observation e52d3a6e-7a32-47de-be0a-fbeecc92429c · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.264982Z

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Observation ce0bb0d7-df78-4c1d-be26-37fc297d6339 · outbound

This paper cites Language models are unsupervised multitask learners,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Language models are unsupervised multitask learners,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.315053Z

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Observation dd8f1c62-b7c5-4f57-8f23-d1c72de01546 · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective R1-v: Reinforcing super generalization ability in vision-language models with less than $3,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.360604Z

Source-reported events for the cited work

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Observation 705fb0f8-78d3-46ab-8990-151b07575af8 · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.424322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb1e6bd5-d758-4d64-8f40-c84bcd8e963c · outbound

This paper cites Qwen2.5-VL Technical Report.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Qwen2.5-VL Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.476650Z

Source-reported events for the cited work

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Observation 6d87b043-db01-48f4-b186-f269cbba5033 · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.531211Z

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Observation 8639c4ae-7048-418d-a7de-b06e23658d7b · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.596647Z

Source-reported events for the cited work

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Observation 58f6a06f-0c09-4316-a030-5a15d8a52ce7 · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:19.681409Z

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Observation e02e1f96-6783-4b25-acc4-e3b4c1946ea3 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Learning transferable visual models from natural language supervision,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:29.562317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 92adb12d-a651-4a5c-9f69-9fd9bad31a55 · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:29.415998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b851e393-7b39-4e49-a1c0-b8774e5d9a3b · outbound

This paper cites Mm-forecast: A multimodal approach to temporal event forecasting with large language models,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Mm-forecast: A multimodal approach to temporal event forecasting with large language models,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:29.244242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 33d1e1b7-dde4-4f7c-90fd-f301561447ba · outbound

This paper cites Gallerygpt: Analyzing paintings with large multimodal models,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Gallerygpt: Analyzing paintings with large multimodal models,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:29.089595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 60469a5c-6b83-4317-b347-68da43576781 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Multimodal Mathematical Reasoning with Diverse Solving Perspective MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:20.082595Z

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Observation 983ebdb4-179e-4d40-98e2-ca04c2aa2e63 · outbound

This paper cites mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality.

Multimodal Mathematical Reasoning with Diverse Solving Perspective mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:20.153183Z

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Observation 6779195a-b81f-45db-af16-d83f1d7c12a7 · outbound

This paper cites SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models.

Multimodal Mathematical Reasoning with Diverse Solving Perspective SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:20.267908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dd9d0ab-2790-4e40-902e-0ac576796d29 · outbound

This paper cites MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies.

Multimodal Mathematical Reasoning with Diverse Solving Perspective MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:20.388960Z

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Observation 958ca0c7-5f64-4cf6-b67f-9064ae664d1a · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:20.565661Z

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Observation 4e9eadc0-6998-4d43-a58e-9f7b8dd33d03 · outbound

This paper cites Adapting multimodal large language models for video question answering by capturing question-critical and coherent moments,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Adapting multimodal large language models for video question answering by capturing question-critical and coherent moments,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:28.959473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7f39e098-9b6f-4447-8846-b8c5830bd67c · outbound

This paper cites Mmtot: Multi- modal token-of-thought reasoning for large models,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Mmtot: Multi- modal token-of-thought reasoning for large models,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:28.814827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 91da92d8-23a0-41e2-947d-7e120d2fdbd1 · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective Multimodal Chain-of-Thought Reasoning in Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:20.890778Z

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Observation cf5239ee-2fdb-4253-9737-c1ac5b328658 · outbound

This paper cites T- sciq: Teaching multimodal chain-of-thought reasoning via large language model signals for science question answering,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective T- sciq: Teaching multimodal chain-of-thought reasoning via large language model signals for science question answering,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:28.698191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ad12bd5b-6d74-4628-adad-477ee081d310 · outbound

This paper cites Chain-of-Thought Prompt Distillation for Multimodal Named Entity Recognition and Multimodal Relation Extraction.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Chain-of-Thought Prompt Distillation for Multimodal Named Entity Recognition and Multimodal Relation Extraction

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:21.118706Z

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Unavailable: canonical work link unavailable.

Observation 9ae9ddf7-b20b-4576-b1d6-b291d5739238 · outbound

This paper cites Multimodal ArXiv: A dataset for improving scientific comprehension of large vision-language models,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Multimodal ArXiv: A dataset for improving scientific comprehension of large vision-language models,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:28.566808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5e406803-3d4d-4dd0-a08c-c9f1e86862e2 · outbound

This paper cites Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:21.325843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bc009ca-b94a-45ac-a429-54e19e570cac · outbound

This paper cites Ddcot: Duty- distinct chain-of-thought prompting for multimodal reasoning in language models,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Ddcot: Duty- distinct chain-of-thought prompting for multimodal reasoning in language models,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:28.369931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1e504bdb-2403-4050-8bdb-ae16c5b998c8 · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:21.524638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 300547c5-e009-43eb-bebc-46a564fa0703 · outbound

This paper cites MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI.

Multimodal Mathematical Reasoning with Diverse Solving Perspective MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:21.653304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6b71c39-2b7c-4662-b944-984c218b3514 · outbound

This paper cites Reinforcement learning: A survey, journal of artificial intelligence research 4,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Reinforcement learning: A survey, journal of artificial intelligence research 4,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:28.252744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 23872905-82f3-42b9-bc42-b699e34b7d88 · outbound

This paper cites Language models are few-shot learners,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Language models are few-shot learners,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:21.850349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6616b168-1326-46bc-93fd-755bf314b2ee · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:21.954526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa30abb5-0337-48a7-b1d8-2f718f9936b1 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Proximal Policy Optimization Algorithms

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:22.027834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a6be220-3cca-46a6-b955-0b6e6cbf4c23 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Direct preference optimization: Your language model is secretly a reward model,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:27.956049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bbf8904a-9dbd-40f8-91a1-4bb25d167bcb · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:22.235659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23291c20-b7b5-4441-a042-993a0768aa28 · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective Ursa: Understanding and verifying chain-of-thought reasoning in multimodal mathematics,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:27.708673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation df65deeb-a65b-4100-92a3-fe39c961314f · outbound

This paper cites More than one teacher: Adaptive multi-guidance policy optimization for diverse exploration,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective More than one teacher: Adaptive multi-guidance policy optimization for diverse exploration,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:22.546508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16877d65-7267-474f-a048-28869a017427 · outbound

This paper cites Sophiavl-r1: Reinforcing mllms reasoning with thinking reward,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Sophiavl-r1: Reinforcing mllms reasoning with thinking reward,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:22.686601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09ea16c0-eee4-4b38-b89e-528ab3be3bba · outbound

This paper cites Disentangling Perception and Reasoning in Multimodal LLMs via Reward Design.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Disentangling Perception and Reasoning in Multimodal LLMs via Reward Design

Reference 56

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:25:25.057842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d7213eaf-48ac-4de3-8ce4-314b220e6f9d · outbound

This paper cites Rest- mcts*: Llm self-training via process reward guided tree search,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Rest- mcts*: Llm self-training via process reward guided tree search,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:27.487468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c90bfbdc-bea6-4a20-8d78-46c745e334a0 · outbound

This paper cites MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models.

Multimodal Mathematical Reasoning with Diverse Solving Perspective MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:23.044632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6576118-44e3-4e17-b879-850e3cd6a662 · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:23.198589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3ff0810-49ac-4ce8-ad7f-99ee8ff63d5f · outbound

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

Multimodal Mathematical Reasoning with Diverse Solving Perspective Gemini: A Family of Highly Capable Multimodal Models

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:23.313433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 657bdba3-9601-4828-8d39-3f46ef38fcd9 · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective The claude 3 model family: Opus, sonnet, haiku,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:27.347136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 56e770bb-2a41-4299-b677-082d2d8540b3 · outbound

This paper cites Chatgpt,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Chatgpt,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:27.036499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fb6bb73d-3d72-4bae-b664-c8e90223c899 · outbound

This paper cites The llama 4 herd: The beginning of a new era of natively multimodal ai innovation,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective The llama 4 herd: The beginning of a new era of natively multimodal ai innovation,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:26.852638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3cb28ca2-8803-4ebe-ad39-830b14add26e · outbound

This paper cites Obelics: An open web-scale filtered dataset of interleaved image-text documents,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Obelics: An open web-scale filtered dataset of interleaved image-text documents,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:26.717936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d87f2e53-a607-4447-9e94-b4886b9149b3 · outbound

This paper cites LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model.

Multimodal Mathematical Reasoning with Diverse Solving Perspective LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:23.831244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a96f1011-b795-4124-9646-29a6fe338376 · outbound

This paper cites LLaVAR: Enhanced Visual Instruction Tuning for Text-Rich Image Understanding.

Multimodal Mathematical Reasoning with Diverse Solving Perspective LLaVAR: Enhanced Visual Instruction Tuning for Text-Rich Image Understanding

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:23.916976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94e5e6d2-db0b-41cb-9ded-bbd0df3354f5 · outbound

This paper cites Improved baselines with visual instruction tuning,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Improved baselines with visual instruction tuning,

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:24.000888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e352afe-ab7d-4b64-a371-c843cc7dc25f · outbound

This paper cites Large multi-modal models for strong performance and efficient deployment.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Large multi-modal models for strong performance and efficient deployment

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:26.583157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7927bd20-6867-44a9-a6cf-d63594361628 · outbound

This paper cites Llava-next: Improved reasoning, ocr, and world knowledge,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Llava-next: Improved reasoning, ocr, and world knowledge,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:26.433466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4bf5f4f3-147e-494c-8422-99933a8f49a3 · outbound

This paper cites Math-puma: Progressive upward multimodal alignment to enhance mathematical reasoning,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Math-puma: Progressive upward multimodal alignment to enhance mathematical reasoning,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:26.269357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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

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

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 3a725098-461c-4f4f-998b-491dba4cd151 · outbound

This paper cites Evaluating the diversity and quality of llm generated content,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Evaluating the diversity and quality of llm generated content,

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:24.413251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b13ee288-e9fc-48b8-b0ec-a69f02f500fc · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks,.

Multimodal Mathematical Reasoning with Diverse Solving Perspective Sentence-bert: Sentence embeddings using siamese bert-networks,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:26.118391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7e4b5e67-e0bb-4d3f-bf5f-471fee0c1b7d · outbound

This paper cites On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey.

Multimodal Mathematical Reasoning with Diverse Solving Perspective On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-06T20:25:24.594546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34561f05-8558-45d9-8ee9-f16b9e2a30ce · outbound

This paper cites His research interests include artificial intelligence, data science, machine learning, multimodal intelligence, bioinformatics, and smart city analytics.

Multimodal Mathematical Reasoning with Diverse Solving Perspective His research interests include artificial intelligence, data science, machine learning, multimodal intelligence, bioinformatics, and smart city analytics

Reference 1991

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:25:25.860154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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