Paper Citation Record · LEDGER

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling

As of 7 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2507.06183.

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

pith.paper-citation-record.v1
2507.06183 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:13:26.851065Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T18:31:15.525331Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T00:25:52.598353Z

Reference resolution

26 of 26 outbound references displayed

verified exact1
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6da5d4b8-7592-4a38-9053-b9b525308c80 · outbound

This paper cites Qwen2.5-VL Technical Report.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Qwen2.5-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:24.132881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d27ca47-af39-4d2e-8e17-8919808a8380 · outbound

This paper cites an unresolved cited work.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:13:27.873009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 19b79cb6-d350-4e1a-b55f-207d2b621769 · outbound

This paper cites Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:24.333743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 651599da-b75b-4bf5-a8a6-0d9e8928bf6b · outbound

This paper cites ChartLlama: A Multimodal LLM for Chart Understanding and Generation.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling ChartLlama: A Multimodal LLM for Chart Understanding and Generation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:24.426698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3cac431-4703-4012-a7d0-1aba6291043e · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling LoRA: Low-Rank Adaptation of Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:24.545409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88c3bd8a-2ae0-4809-8960-838b84349693 · outbound

This paper cites Farhan Ishmam, Md.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Farhan Ishmam, Md

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:24.670393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38dfd1a9-4b6d-44c1-b93d-2e265a96ae96 · outbound

This paper cites A Comprehensive Survey on Visual Question Answering Datasets and Algorithms.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling A Comprehensive Survey on Visual Question Answering Datasets and Algorithms

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:24.765236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eed876b4-30a5-41f5-aa5c-ebc3e83ca83d · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:24.886671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff1b53f2-dcc8-4d63-bc0f-25b7544b3dcb · outbound

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

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:24.964823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4289eba-bdfa-4cda-9eb2-9d3971879692 · outbound

This paper cites UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling UniChart: A Universal Vision-language Pretrained Model for Chart Comprehension and Reasoning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:25.075905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6baaecf6-9a99-4e9e-94b2-f2c15aff8955 · outbound

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

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:25.111434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d31e54cf-6ef2-420c-9a96-2ed9844b3045 · outbound

This paper cites Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:25.235115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 176e75ca-64bb-44ce-bbe3-d5ae04c98d91 · outbound

This paper cites SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling SPIQA: A Dataset for Multimodal Question Answering on Scientific Papers

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:25.301379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10d6402f-023e-44e9-8f6c-cbf7789d6985 · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:25.320183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a293879e-2f35-481d-8f63-f527c0635758 · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:25.450751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de13ff66-f632-4326-be44-0280c4f4aa6b · outbound

This paper cites Exploring Rewriting Approaches for Different Conversational Tasks.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Exploring Rewriting Approaches for Different Conversational Tasks

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T19:13:27.260471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 007578da-c4f2-4f92-89fe-3b8418d904da · outbound

This paper cites LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:25.672059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f3dd424-524f-45f1-b19c-3ed16265bb52 · outbound

This paper cites VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:25.782023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c086010-ccc6-4df4-bad9-24af0fb845d8 · outbound

This paper cites an unresolved cited work.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:13:27.670426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2e00931-b974-435b-9879-eb8708346140 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:26.028106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a23e7867-472e-4edc-8f2a-5adf0d707c99 · outbound

This paper cites Tree of Thoughts: Deliberate Problem Solving with Large Language Models.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:26.141905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da7a07fe-dd6e-4d25-8be5-d100c8cd1546 · outbound

This paper cites SPRI: Aligning Large Language Models with Context-Situated Principles.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling SPRI: Aligning Large Language Models with Context-Situated Principles

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-06T19:13:27.061026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9766eb6b-7fdc-418d-82cd-7f5121d6651e · outbound

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

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:26.374962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f79664c0-fd49-4a2b-9e86-14d2de44c813 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:26.528077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4232198f-c475-4031-a872-c21921279274 · outbound

This paper cites URL: " 'urlintro :=.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling URL: " 'urlintro :=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:26.732433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0195551-95c0-4e78-b3de-2f939d32a89e · outbound

This paper cites write newline.

Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling write newline

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T19:13:26.851065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c81f5110-650b-476d-88aa-b2734b237dd2 · inbound

EpiBench: Benchmarking Multi-turn Research Workflows for Multimodal Agents cites this paper.

EpiBench: Benchmarking Multi-turn Research Workflows for Multimodal Agents Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:25:52.617911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.