Pith. sign in

Paper Citation Record · LEDGER

Multimodal Mathematical Reasoning with Diverse Solving Perspective

As of 21 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 1 inbound Pith citation observation for arXiv:2507.02804.

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

pith.paper-citation-record.v1
2507.02804 v2

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:25:24.679365Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T09:11:31.870441Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T09:15:21.033311Z

Reference resolution

75 of 75 outbound references displayed

  • verified exact1
  • verified fuzzy30
  • unresolved44
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:17.138769Z digest=sha256:36a40cb707a81887103634810df3e01313cdabaaedda6bd6659739f1958d4830

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:17.195144Z digest=sha256:626cbca9e0910a298c6fa53ccddf5e5367b9ca48c2bd5a83d88af7ee68a3a70a

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:17.305579Z digest=sha256:3d4b03c7b6a29a245fae3aadd8dcf9d47f43da2f7cbf8b26adc6fc623a864817

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:17.433526Z digest=sha256:2cce880467e8453a996150edaed3391db079fdca6fa5977f991be716262260e8

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:17.522134Z digest=sha256:e83cb6f44275ceb4fcdfc08a32e91822beee2968eba60d7593b65de6fbe24fc7

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:17.674533Z digest=sha256:707edcc13ea5f208dc04f6ffd7407204f9699c9b3bbb24e4d055f6f5ddd8dc17

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:17.807773Z digest=sha256:1865ddd5b707cdcfaffda77f0ffa4d71335091087c1587bc8f41b44e0adf329b

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:17.915507Z digest=sha256:687cf501d990f76bd3664567424efe27af2e33e2f3e3ba58753fc8cddd45f392

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:18.047131Z digest=sha256:a28db6fef64cfa8ae9d344147a1fd613206f080b1696a6db51ad1701082ab1c3

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:18.168098Z digest=sha256:9293c1f2990e8d37b9fcd954e20a6f17020a493559bd316c19a3f60b6261236a

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:18.243165Z digest=sha256:01b6885104d287647495e4956e056eeea088d26018b9f023ef2e84314e6791fd

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:18.401653Z digest=sha256:46410a391b1e293b43f979798fb03c357fbff29e95c0e8edd7b0ae3a97d7d9f2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:18.500015Z digest=sha256:206adb5a45fdd79b99ad2bd7388ceac833baa187957216ee0ac0cc7bce9dd5f1

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:18.625444Z digest=sha256:c50311631416c102fb577f9ae3df624cd5fd55a4a9afa2063290e2a556a7c85a

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:18.776754Z digest=sha256:7ea52d6dc65d8fd6c7f9e0de4ea651df55addaf66d29aea761bd9721146b6120

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:18.899641Z digest=sha256:e49820c536bb7955a13bc87d194bb6666e03f8b7ef6ee6de710372762e40f0e2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:19.001894Z digest=sha256:b33b8747f02ca5ee88d94565fff68f843e13730cbdd6e800c0229a7e489257a1

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:19.105392Z digest=sha256:6f7458225550eadbb7cd79fcabf79d0afd5b3368da9c8fd0c7849bbd443927d8

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:19.149955Z digest=sha256:25d6199c9fa4c973d4a7de5b4fd9d0787217eed7aca8dc98029b31f4120bc96f

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:19.264982Z digest=sha256:76a950e5dc1edab8165143c84b5c5d7cc9792efd9b081a3c84578e841f09c12b

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:19.315053Z digest=sha256:b6326febd54a2a31a2744fd80dc9590328cd0d7351fadcace846a71da5ee08a7

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:19.360604Z digest=sha256:1a1ba27db3d5619e5084d307fdb40b1aa58aeb092e224261512b00cfa2f3fe26

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.

source=pdf_text observed=2026-08-06T20:25:19.424322Z digest=sha256:6cd5baea48906a3bc2b4346cee39dc3b846a2543194cea4737db40d131b4ca10

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:19.476650Z digest=sha256:fe431bfd7ddbeb0001ba5bedf24bfa474600b73fbb8fe9e4c079c4c73fad6528

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:19.531211Z digest=sha256:9435e22bac256697a8bef812af1626cc3ad78e587111b5833a7d237376c4e6dc

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:19.596647Z digest=sha256:acdcdf91fa8f23a1e8843088c302d9a5a7f0412b3d8cc5f37762c7b00307b442

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:19.681409Z digest=sha256:446fdf3ea99d2ebe369e5b19a698994bbd67441fd27df01eaf847f3dc848b121

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:19.771058Z digest=sha256:5512697adf874166275c76763c9b5384b67c6d513ce71b38233c1cbea2857482

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:19.855062Z digest=sha256:1d57edb2d8b3a4a9463f7967bb8d5b0b013125b466aa15bdf4ef31d691596317

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:19.933646Z digest=sha256:406cc53ccaffcbfd5293a2102d64ff1cccde128612aa7822dcf377de12da44ec

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:20.016762Z digest=sha256:c06ca5df6d96a74515a8004552b935f997ed8d3c2bb0ba74729ce282e276bfa7

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:20.082595Z digest=sha256:15f9a930bf7e6225b7f811a1dd90dd1c2966e351296509a0753d19e7c4bdfef7

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:20.153183Z digest=sha256:bbee3c9a512e9aad0be6e26daade8cc64fd40e285b8baf3ada14c327700fa436

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.

source=pdf_text observed=2026-08-06T20:25:20.267908Z digest=sha256:8f1df6ff14d2cacf755e77185c93f34de77bc52f54d9d2616227d423b754a7d1

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:20.388960Z digest=sha256:f070363f0858b10c4f7831bd95868fa795f2bb5f99fce7b6f28ba443affa80de

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:20.565661Z digest=sha256:920804fdddea0f9e3bc422760e07d8f866ece1bafcd52c1a79646ace69f196ed

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:20.718275Z digest=sha256:b47cd73acea005bfe588114ae7c125d999224b30f5d12051e63189be9b79bae5

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:20.815007Z digest=sha256:28d3aae264499b304cd3eb62c14539bb2584c46b6fe52bfda07a368fdfc9254b

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:20.890778Z digest=sha256:9f70e8b9f206f4155d53f67a45d18a188844365489da8bc291795abadc43ad0e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:20.992715Z digest=sha256:e758cd5f9fb35fa56f2fc2a51b8336de999469e84cad8cefee19e8e430a6de6b

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:21.118706Z digest=sha256:93f3ae32e91d1af38778e84f7dcc13e92aba9d1597e99a24d315d89184081268

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:21.216393Z digest=sha256:41b6f99bc069324f4294f71ed4a11530a28f041e3a9203f0edfa5539bcc5ddaa

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.

source=pdf_text observed=2026-08-06T20:25:21.325843Z digest=sha256:674205ca15ca9c8d437300c82fcaec9782521aef761591d3118a1d86a12a4158

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:21.421995Z digest=sha256:848154c8a21b6f16753f4a7ba14800f6765d9b4fd8f76d2c46f8d1c5e08ebb42

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.

source=pdf_text observed=2026-08-06T20:25:21.524638Z digest=sha256:71f8c19d6b67dd43bad53a3f9b14ce848bb75015bab4ce3fc94460e35ee8e961

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.

source=pdf_text observed=2026-08-06T20:25:21.653304Z digest=sha256:c22482cf3e1fedc4dcd63e76132ab227d843d4b14a117199f7bb65b0a96efa42

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:21.721864Z digest=sha256:af89cb8ff574d285003873509625156ed0fd41dcfde0d5bd0e4852161465525d

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.

source=pdf_text observed=2026-08-06T20:25:21.850349Z digest=sha256:8ba14296f17452bea80645920d93ccabb3733d30d580f7fcc3c84c1df08595e3

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.

source=pdf_text observed=2026-08-06T20:25:21.954526Z digest=sha256:8ba9478b34bba41ad809027a5d270d446928379309e82281b7ec8f918df2723c

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.

source=pdf_text observed=2026-08-06T20:25:22.027834Z digest=sha256:69d954fcd72f0724b77dbbb392cce044defefea386aaf2b8f04ee330134d4a63

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:22.156847Z digest=sha256:3d35963bd43d1efda7c7ae461f762e52dcb1840d6c3f1561d91f53bf6f4f389a

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.

source=pdf_text observed=2026-08-06T20:25:22.235659Z digest=sha256:73ae982f3185f2b39ea71a3cd8148ba4a578916e746fdcfff8330053aaf541a2

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:22.403901Z digest=sha256:becbdd40b5cb8ad543d789af51bf7f4c118ffc43a5d8951b95efd89ca5b7647a

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.

source=pdf_text observed=2026-08-06T20:25:22.546508Z digest=sha256:94654b730bc1ffc0d33e956eb330c0b37efc334fa562460804cf2fd64c9997a4

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.

source=pdf_text observed=2026-08-06T20:25:22.686601Z digest=sha256:6a406b1fe83ea8001cfaa6a494c8c0581d52944b383031fb966e0ffa7ef8b891

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:22.782699Z digest=sha256:0f5b6d3d11c071da5404c426ce7d476d496226b1c8f046e9776b8f471b8e85cd

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:22.899978Z digest=sha256:7e65a7ae35741113ca22035d3cc178156d515cb927c3558bb60cb68e5f373d67

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.

source=pdf_text observed=2026-08-06T20:25:23.044632Z digest=sha256:a1d87e097ab80e477c3b4c365165da98ec31eb87204e6460e371fbfcb1589a4e

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.

source=pdf_text observed=2026-08-06T20:25:23.198589Z digest=sha256:c21d197ba678c92218aa4f7623e723fe300ff8cad8d3604b45590684dda46869

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.

source=pdf_text observed=2026-08-06T20:25:23.313433Z digest=sha256:70dca46b95e730dcf93466d0a4087b331d9da609ba23b75988bc6b8e6e1796d8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:23.488444Z digest=sha256:75fd173714a0df931ee97bf8f6d3413592134610fb71b7e83b9d6527ea1c4c4f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:23.628201Z digest=sha256:707ed67fc5a87b9895000c1c418cea63b77909b35daab2a1af37ea91c845bacd

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:23.698488Z digest=sha256:2205d6959013f8e6cfd92187f485da2c3d5bba4f81a3228abe655dad11d798cb

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:23.767679Z digest=sha256:6d8fc5be468aa2a0c19196789eff8c06fecb65cd16f96497c1f1905bc8c7fea4

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.

source=pdf_text observed=2026-08-06T20:25:23.831244Z digest=sha256:e27a4bdfdf4f40a3b76c6cff294d7646653e164bc899466457957b7b033089ad

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.

source=pdf_text observed=2026-08-06T20:25:23.916976Z digest=sha256:c8b75741ce40029d6a1a81d9da722a65af42d6bfeb0c327f1184f490c0b1f514

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.

source=pdf_text observed=2026-08-06T20:25:24.000888Z digest=sha256:d25552508c72cb76cd786e3a31bff1bb08b13e5f2657ead8351d124b97443fbf

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:24.067029Z digest=sha256:c89a9aae81a53db7ab142eada21b6c1b23fd159f28a41201e35b8905cff38f9d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:24.154334Z digest=sha256:e48ddae3bf8f62a67a95e882d0d80e71cbaa368315119fc824e41c5b6ad58627

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:24.236724Z digest=sha256:46358c1c5a64cccdb09d1b6992b603a12ffcb2e73d6cd7ee4c95cac1b2287458

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.

source=pdf_text observed=2026-08-06T20:25:24.323882Z digest=sha256:de722447de1658c038d762617c4d0c8234a3c4c89928c905df37d3ee3f56f616

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.

source=pdf_text observed=2026-08-06T20:25:24.413251Z digest=sha256:85f3ee53322d3e429f5204c45c1cd9ed3bfb041346c621ac4bbd28be7b1ed011

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:24.503076Z digest=sha256:a0db8fe4d5eb26fa59c84a0ba88f2ece7d5f427c262154f137d540ec062aa76b

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.

source=pdf_text observed=2026-08-06T20:25:24.594546Z digest=sha256:2dec260fb382ef3df547dafeeedaaa811d8ae38b8dff2126f49c6078aca07bca

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T20:25:24.679365Z digest=sha256:ca193cf54c09669fd5f5414316dc72d6d9cbb5686c0bdd4ff6c2c02bc8b34d81

Pith citing papers

Observation 08cf45c1-2f15-400e-80c0-8df1503854c1 · inbound

Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding cites this paper.

Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding Multimodal Mathematical Reasoning with Diverse Solving Perspective

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-06-30T02:16:08.658763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-15T09:11:31.870441Z digest=sha256:7b5c510e63a120def652dd1db618cffb03eb943c708cfdefb7a8c66e3c735989