Pith. sign in

Paper Citation Record · LEDGER

Multimodal Mathematical Reasoning with Diverse Solving Perspective

As of 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:17.138769Z digest=sha256:ed7d4679cafb22dbf1f84a3c05123e1d126d429e415671497ec8286a9d6ce758

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:17.195144Z digest=sha256:29233eba62a86c6a8bc7a71c77c516d1357626602f81a70a89427131ae45c3de

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=sha256:20d4e5ec1ea470ac775614b1d579774f3e6943611a6b3436edebbd093a866b1a

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=sha256:7d3c2dac63b367f64c1accb5de66e6855cb6932aa7c40d2764aa6c56c14f29e7

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:f553f7f6759a0d7fe579aca69de64b3abef418bf88e61a855ebcef627cc55129

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:c9e9159b9e3d91de623a72407861520c7b4397cead2dc413937720402b7366d0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:17.807773Z digest=sha256:ca5d25963c09e186c3f0cc151f2390d1158fd16fca72115e18226df69a707257

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=sha256:1675fe785a45cebbb4290cde34a0385e5a288b9a60f5fa348eefa35e8a95b544

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:18.047131Z digest=sha256:aa1a3414982e843c691b1ecc966eaf99766378b5987730fd70f7ad1c3ccbe15d

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=sha256:8aa135d35dc61e6dbfa962f5a1dbf04b2186ca857f303eede9cddb8e1a9ec03e

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=sha256:3255b5f046600ad53727c91c6df8d2ebb058dfb0ac9c8d42214a0c2db441e0e5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:18.401653Z digest=sha256:3768e351ce3bacb9f55d0ebc55c3b7ecf2170d7c716ce84527b9cb039090f083

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:18.500015Z digest=sha256:05e0cca609922eaf4241919e669af8136df1163344e9124f82261959b7d74671

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:18.625444Z digest=sha256:04f46f35b340b623ab30ddb4a3cd083fa6c89afbab6009c6bbda5fae6f274dc7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:18.776754Z digest=sha256:99f25ab05372ca4ede81168c26bcb12e1438d2ac95475a80cc62c40080584be5

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=sha256:45800043fd686d83fd0b95cbad5cb50f94715d2f22f54de0c7e62eebd2990d8c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:19.001894Z digest=sha256:70b68ea6cdd13ff126df1f01d3c814f3218312edaeccd02e7a4a224f04367907

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:19.105392Z digest=sha256:bff5bd3437e5fd3d61718f408e41f682ac17573cae3276c0233be4eb307a8c04

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:bb83bc9f697718020e076043863585b3725bdfa8ce3aa8743f7c8fe86d90cd4a

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=sha256:5332ac6a152a72bf2920e6a4588e9633488479f07a84ad7859fe22829bde142d

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=sha256:53489128e8f59632f5d442702bc57d3bd0bb0bfbb6d27e5fa2d824ca66519eff

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=sha256:190ff9d60a53d3c9acc6c0456320b357cb9ff259915d020b04d0c1dd669ee184

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=sha256:29a8a9a96194fd6896b9e3a0c8fe9993e9fd29ddcd806de5656841edfb07356c

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=sha256:9c3f65da91fe6aa198133a537da8846df2a2c963a3155400071d56a55fb09fce

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:aeb0c15147563aabd1fa6587978a249a323090fcacc00698914cfaa50bdf6ddc

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=sha256:6ad5e31870f0f631f67b1557a2adacd4d689715c5389886e293d2d905c216a3e

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:e122090fabee8fbb5024110f3c2bad89c09ef8e6138691698deb9c880c47271e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:19.771058Z digest=sha256:7f3cbac4bb30e6ba929202a9b6c86da951753c0b1ada6c5ec4ca8ce64369974f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:19.855062Z digest=sha256:e753b0797773b3481fb311d2c62eb44467168390a657192f4f4082c5d680b2be

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:19.933646Z digest=sha256:421e1a8e0babc64474d5175bce064747f2f4ad3a99c6789e3ad339706f1e5d3e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:20.016762Z digest=sha256:08970509d11854390b04270a4bb898b650077f50e755d70ca3a3e66f12cfef7b

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:c74122a824962bf84f77e2a6a26a148833cf3205e7ac15989b84d97d83c0f90b

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=sha256:9bef5f7a24061483a6933d07cc4a4d6c40b046c3b6d6cde909fecdb7e2c4a6bb

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=sha256:70bb4b8f124011eeac5f87ff9a490c9ee8bf5f16374ce16f7215d98b0afb8a6a

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=sha256:127be8a1511568c56017ae18bfa6db48cb2d37bc2a1538f1a0454acfe72a5a95

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=sha256:3a30344a873c0e4f509336bb9903f424dffcf26ac3bd685d098ff5c96f5f733e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:20.718275Z digest=sha256:5cf640d2d01211ef8c83ece89fe7534cd3e9c1de8f702ce51fcd8223688bfc8e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:20.815007Z digest=sha256:f46190ddf0308f70fe0d3556c068aafbae5079af829790a5d3a7366367e7079e

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=sha256:98cbff78b9755d762fd85f5ca8e50b5571082bdf2c1555ec37c4bd6c7ddd4a3a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:20.992715Z digest=sha256:bb15bc568cd2a05ee2ff326a8bfeb25584ae4f8c2a1abe47f5401862a10f2ba8

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=sha256:0e64748112059c8a1ab20310f83927be2959909a88e7099fe208902c484b6fef

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:21.216393Z digest=sha256:7d5c04985e6e4dd35064dbccfad62372554027432d7fe752b5704206a4edeef0

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:d8b76a4df9311d5c43f067c14de953f38a3124f9e9efd256372b11984b5771c9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:21.421995Z digest=sha256:0778fb7d48398fd3f334af94385a7f179d1e7621768f8c8b74dd2cec64d28cde

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=sha256:9759254c1af3bc0ed8c62f243cd00a0b4e90754fafdae4a4a334b06050afa2cb

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=sha256:34f9eaac57edd154f2410a52e2b9224820292fd2b23a66b18ab26d17ba429a09

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:21.721864Z digest=sha256:0d3bed807324a7ccb2a3c658b0d52e5839358295ca5003b678beb5a9c1cedd50

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=sha256:5396ccc57266e9eedea794c7d7fd362c29f1438ce88a584c36dff2f79a816854

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=sha256:22cb62b0b94d25d7a7bcc92093972d8d1c4ece6b34a2bcacdd518da92477836e

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=sha256:3470ef0a0eed7dcd9bcc6f1af5d0783e9b5321feeb371284e2747820944089ae

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:22.156847Z digest=sha256:01d8f2d5fc95a1b659872dffda73e01d9e54e399c1078d0df26734fd9c3e31b2

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=sha256:72257c87ffb52570149835031a8d646ba60d6669f351b8992981aeb82d570aed

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:22.403901Z digest=sha256:449d3ecec57ec0d47ab6784c361377f4fb798be1b95b4b783f0d23546486a041

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=sha256:58a545dbbbb6febcc95a690baf0f46ab375872e90976fae862f1af637007ac4a

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=sha256:043e22ab57776266579aed300adfb309f0e194802775c01d80be7890fc35c762

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:22.782699Z digest=sha256:a56d279b83df5c3f2e0fae83b9c3a973289200fecf17d8e294639184c4e9eaef

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:22.899978Z digest=sha256:6166ba21944f32957826b70e8b96f282f3f712147d16eca57ba864bc0f763fa0

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=sha256:8197421dc3f06bff4d0ef5c9b097ef97af51cd3966cd0632e8f66293969e5b3a

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:ec5e5a9fde841fc434a1e38331a3a05cbe279d65cd6f70da3128ebfa8a1a6d7b

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=sha256:9405255746aaeeed26a03b9124373baf301bacaad1d6e634d7425e48868a7cd1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:23.488444Z digest=sha256:f53dc2d082a83ed1fe8732a97ec49ee8b32cc33467d7cef82b71691e4cfe30b9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:23.628201Z digest=sha256:7ba3cbb786c4c8052b44ff8ee4453c2f6c05de2b9a0db7606c131a348f8a71de

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:23.698488Z digest=sha256:9bad83dc64098deb05ba088f3a67f712923457dcc2fd207d399b3596b5549fd2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:23.767679Z digest=sha256:478d85e12d277aa1f6fffdf6e9304897751c9559b9e2fa39dffc43eb1aff3e00

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=sha256:0806c93e77d9c164f4ec8851241e1d08963be9c38fc7fffeaa2af3945b0685b2

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:fb396cb0a55ab6f03ab0a17f43c00e859bc97fa10b4485618a86c3e146114a1c

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=sha256:68e994621e72c38ce030f6ae4bb447ed464fbd85d27a2c3f0dda3e1b0d014354

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:24.067029Z digest=sha256:2d84e49aa9109e64ab56beffdd3c0310f61a49b074339be0f20a330d65b12936

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:24.154334Z digest=sha256:63f8b02f1ca7883a861d6b39bc4e8519ff5e79b64759f6b90a35246d50cae075

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:24.236724Z digest=sha256:6a608fdfc9d1d0068e3424ba4b4eaeefaf6ee167427e18b58060692ef468c355

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:e28d93ed3e88ec32346387f74c62e90b3caaa2971270f8cb7b0495c225ce1928

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:f265170154a3937e9dc0b68b8c60f925c0f10ef6462d722f0425dd5ebc6893dd

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:24.503076Z digest=sha256:defeeca51c79bad03feb2c6945c2469495119799d24a49bf8c910986f644ae68

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=sha256:0656816aa4a9573e528f270da32e5ab03fff748dc970bd9093c504bd122fed14

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T20:25:24.679365Z digest=sha256:7a9b31e5bb15bdb71d2fe9f8811d2d27edc73f44c8b8be2342c4ada185e4dbd0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T09:11:31.870441Z digest=sha256:3c76f7e8f478e49d17ef3a355738c1d83533dbb18bc21dc49f7dc1eeebca7cd6