Paper Citation Record · LEDGER

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving

As of 8 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 2 inbound Pith citation observations for arXiv:2505.17609.

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

pith.paper-citation-record.v1
2505.17609 v2

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:47:36.084003Z

measured 48 of 48 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T13:07:41.729629Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T10:32:44.942041Z

Reference resolution

46 of 46 outbound references displayed

verified exact0
verified fuzzy29
unresolved17
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a7cf1643-08b3-4264-8a0d-34ff03143c1a · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Flamingo: a visual language model for few-shot learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:30.291808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 533f91e3-e6e0-40e3-a99f-ccfd8133d26c · outbound

This paper cites Qwen Technical Report.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Qwen Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:30.390793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 552ad251-ec16-47e3-8ae4-0f615f32382f · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models?.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:30.484426Z

Source-reported events for the cited work

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Observation 56b1ef94-3b59-4823-b454-ed683db651db · outbound

This paper cites Comt: A novel benchmark for chain of multi-modal thought on large vision- language models, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Comt: A novel benchmark for chain of multi-modal thought on large vision- language models, 2024

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:43.045383Z

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.

Observation d4861593-0ad5-486e-aa9f-176f8dcd5bd1 · outbound

This paper cites R-cot: Reverse chain-of-thought problem generation for geometric reasoning in large multimodal models, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving R-cot: Reverse chain-of-thought problem generation for geometric reasoning in large multimodal models, 2024

Reference 5

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Observation 0ea2a75a-960a-4a94-a8de-75aa43244682 · outbound

This paper cites G-llava: Solving geomet- ric problem with multi-modal large language model, 2023.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving G-llava: Solving geomet- ric problem with multi-modal large language model, 2023

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:42.677269Z

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.

Observation 9edcad66-0962-4658-9157-0d39ca24da16 · outbound

This paper cites Interleaved-modal chain-of-thought, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Interleaved-modal chain-of-thought, 2024

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:42.476504Z

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.

Observation c39060a5-ecab-4cc9-b748-7be13bca7710 · outbound

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

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42a41d0e-8bde-4065-a0c4-786dc5f47374 · outbound

This paper cites Infimm-webmath-40b: Ad- vancing multimodal pre-training for enhanced mathematical reasoning, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Infimm-webmath-40b: Ad- vancing multimodal pre-training for enhanced mathematical reasoning, 2024

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:42.241732Z

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.

Observation fe2b4cc8-b3ac-4878-960e-8210d466fed2 · outbound

This paper cites Can mllms reason in multimodality? emma: An enhanced multimodal reasoning benchmark, 2025.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Can mllms reason in multimodality? emma: An enhanced multimodal reasoning benchmark, 2025

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:42.032216Z

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.

Observation 1305a56a-5437-46ef-87c5-f29bb8916d3f · outbound

This paper cites V- star: Training verifiers for self-taught reasoners, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving V- star: Training verifiers for self-taught reasoners, 2024

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:41.850434Z

Source-reported events for the cited work

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Observation 337c9337-9012-49d0-8392-760a73b00c6f · outbound

This paper cites Why vision language models struggle with visual arithmetic? to- wards enhanced chart and geometry understanding, 2025.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Why vision language models struggle with visual arithmetic? to- wards enhanced chart and geometry understanding, 2025

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:41.639160Z

Source-reported events for the cited work

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Observation 929b7b64-f18c-47d4-bb38-57102a6fffde · outbound

This paper cites Co-Reyes, Avi Singh, Kate Baumli, Shariq Iqbal, Colton Bishop, Rebecca Roelofs, Lei M.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Co-Reyes, Avi Singh, Kate Baumli, Shariq Iqbal, Colton Bishop, Rebecca Roelofs, Lei M

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:41.464081Z

Source-reported events for the cited work

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Observation 05f7bccb-0f31-4f0f-a28b-bbdb3b079bc7 · outbound

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

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:31.956475Z

Source-reported events for the cited work

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Observation 3dbb7cab-ad52-45ee-922b-f9fd6034d599 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:32.059858Z

Source-reported events for the cited work

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Observation 6437156d-ee2c-4780-8d24-c4bb42bacb1e · outbound

This paper cites Let’s verify step by step,.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Let’s verify step by step,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:41.233452Z

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.

Observation 42862b6b-2095-4c10-8f7d-e04f9d111cce · outbound

This paper cites Visual instruction tuning.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Visual instruction tuning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:32.289866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 905af32e-42a9-4563-90d0-474da0734f1c · outbound

This paper cites Visual instruction tuning.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Visual instruction tuning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:32.393396Z

Source-reported events for the cited work

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Observation 88b247ec-8a59-4c65-b641-199438e0a1a9 · outbound

This paper cites Improved baselines with visual instruction tuning.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Improved baselines with visual instruction tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:32.549847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 311bc923-e6d6-4673-bbc1-5047c0bbb309 · outbound

This paper cites Mathvista: Evaluating mathemat- ical reasoning of foundation models in visual contexts, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Mathvista: Evaluating mathemat- ical reasoning of foundation models in visual contexts, 2024

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:41.015915Z

Source-reported events for the cited work

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Observation f8aca2f8-2b87-461c-974f-a09d66061dda · outbound

This paper cites Reft: Reasoning with reinforced fine-tuning, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Reft: Reasoning with reinforced fine-tuning, 2024

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:40.812974Z

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.

Observation b5034237-5478-4012-8de3-7ef2a51da934 · outbound

This paper cites Exploring the limit of outcome reward for learning mathematical reasoning, 2025.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Exploring the limit of outcome reward for learning mathematical reasoning, 2025

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:40.583463Z

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.

Observation 0900553d-5280-4126-a7f5-36208960ef38 · outbound

This paper cites S1: Simple test-time scaling, 2025.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving S1: Simple test-time scaling, 2025

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:40.407357Z

Source-reported events for the cited work

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Observation 66ee2e16-c878-4135-a509-96ed5d231faa · outbound

This paper cites an unresolved cited work.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Unresolved cited work

Reference 24

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Source-reported events for the cited work

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Observation 205eb7af-e202-46d3-96b9-9beddbaae91c · outbound

This paper cites Multimath: Bridging visual and math- ematical reasoning for large language models, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Multimath: Bridging visual and math- ematical reasoning for large language models, 2024

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:39.964561Z

Source-reported events for the cited work

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Observation 69389a61-be99-46ee-916d-8113c2bc7dba · outbound

This paper cites Mutual reasoning makes smaller llms stronger problem-solvers, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Mutual reasoning makes smaller llms stronger problem-solvers, 2024

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:39.854576Z

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Observation ebd2c04a-d3f8-4f34-bb5e-9d5ed0df9b5c · outbound

This paper cites O1 replication journey: A strategic progress report – part 1, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving O1 replication journey: A strategic progress report – part 1, 2024

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:39.661379Z

Source-reported events for the cited work

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Observation 59959f09-fd48-4b1d-925e-70bd1fb2738c · outbound

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

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Direct preference optimization: Your language model is secretly a reward model

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:39.388599Z

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.

Observation 13fad878-7308-4af9-986b-8e6d541555d3 · outbound

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

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 29

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Observation beedb142-aa54-4d4d-8b22-c9eebc44eb31 · outbound

This paper cites Math- llava: Bootstrapping mathematical reasoning for multimodal large language models, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Math- llava: Bootstrapping mathematical reasoning for multimodal large language models, 2024

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:39.171333Z

Source-reported events for the cited work

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Observation f6b91cd2-8da6-4a7f-a2f4-6cb215b22f90 · outbound

This paper cites Scaling llm test-time compute optimally can be more effec- tive than scaling model parameters, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Scaling llm test-time compute optimally can be more effec- tive than scaling model parameters, 2024

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:38.873933Z

Source-reported events for the cited work

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Observation 1e699345-5325-494d-ba47-ecba532371d0 · outbound

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

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:34.230841Z

Source-reported events for the cited work

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Observation 6457b7f5-58db-4579-bdde-0639d5f18a72 · outbound

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Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Unresolved cited work

Reference 33

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Observation 75b67f35-8a69-4758-ab29-1a920dd71080 · outbound

This paper cites Slow perception: Let’s perceive geometric figures step-by-step,.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Slow perception: Let’s perceive geometric figures step-by-step,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:38.344081Z

Source-reported events for the cited work

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Observation 2cf9270d-7f2a-4bae-a1ae-aaf940c3196b · outbound

This paper cites Gee, and Yixin Nie.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Gee, and Yixin Nie

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:38.072859Z

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.

Observation 8ea95854-cd31-4c74-ba11-364496fbee7c · outbound

This paper cites Atomthink: A slow thinking framework for multi- modal mathematical reasoning, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Atomthink: A slow thinking framework for multi- modal mathematical reasoning, 2024

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:37.825685Z

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.

Observation 3e140fd6-88b9-484c-bfb3-29cc11bfe3b0 · outbound

This paper cites Llava-o1: Let vision language models reason step- by-step, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Llava-o1: Let vision language models reason step- by-step, 2024

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:37.600994Z

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.

Observation f18cd552-9e7a-4032-bab2-c8f85fbe2254 · outbound

This paper cites Mulberry: Em- powering mllm with o1-like reasoning and reflection via col- lective monte carlo tree search, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Mulberry: Em- powering mllm with o1-like reasoning and reflection via col- lective monte carlo tree search, 2024

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:37.361926Z

Source-reported events for the cited work

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Observation 4abcf3b2-5b6b-4f51-b40b-b5d214c9dc2c · outbound

This paper cites MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:35.106693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec856a6f-535f-40ce-bfb6-0f840bf6e849 · outbound

This paper cites MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:35.253719Z

Source-reported events for the cited work

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Observation f7e4553a-2ff7-4b7a-ac97-ea4998f64c7e · outbound

This paper cites Llama-berry: Pair- wise optimization for o1-like olympiad-level mathematical reasoning, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Llama-berry: Pair- wise optimization for o1-like olympiad-level mathematical reasoning, 2024

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:37.056126Z

Source-reported events for the cited work

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Observation 394f68ed-fa5f-4064-afee-71b6e90151e0 · outbound

This paper cites Euclid: Supercharging multimodal llms with synthetic high-fidelity visual descriptions, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Euclid: Supercharging multimodal llms with synthetic high-fidelity visual descriptions, 2024

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:36.828643Z

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.

Observation 4aa23182-35f4-4281-adc2-4ccc16aebf93 · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math prob- lems?, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Mathverse: Does your multi-modal llm truly see the diagrams in visual math prob- lems?, 2024

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:36.590741Z

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.

Observation e9448574-25cb-4b7c-b5f6-af5423f213ad · outbound

This paper cites Improve Vision Language Model Chain-of-thought Reasoning.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving Improve Vision Language Model Chain-of-thought Reasoning

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:35.769084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d2b6d23-6b04-4fce-b952-447ad17d3f1a · outbound

This paper cites How far are we from intelligent visual deductive reasoning?, 2024.

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving How far are we from intelligent visual deductive reasoning?, 2024

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:47:36.367751Z

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.

Observation 220a7715-c1b0-424b-8e53-c18b8e34f584 · outbound

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

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:36.084003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 810f532a-3356-4d45-b17f-066ddf3c9118 · inbound

CPPO: Contrastive Perception Policy Optimization for VLM Agents cites this paper.

CPPO: Contrastive Perception Policy Optimization for VLM Agents Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T13:07:41.729629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87c3c1dd-5e30-4533-b455-2fdf424e070c · inbound

Concise Geometric Description as a Bridge: Unleashing the Potential of LLM for Plane Geometry Problem Solving cites this paper.

Concise Geometric Description as a Bridge: Unleashing the Potential of LLM for Plane Geometry Problem Solving Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-16T10:32:44.943620Z

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.