Paper Citation Record · LEDGER

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform

As of 21 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 2 inbound Pith citation observations for arXiv:2501.00750.

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

pith.paper-citation-record.v1
2501.00750 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:46:05.880688Z

measured 37 of 37 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:24:18.088870Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T16:21:01.831473Z

Reference resolution

35 of 35 outbound references displayed

verified exact5
verified fuzzy15
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 78a9a697-8740-4d58-8bf7-065223c52d48 · outbound

This paper cites A Study on the Implementation of Generative AI Services Using an Enterprise Data-Based LLM Application Architecture.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform A Study on the Implementation of Generative AI Services Using an Enterprise Data-Based LLM Application Architecture

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.539220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7022269-34f3-4d49-b0cf-96ad090c903a · outbound

This paper cites A Study on the RPA Interface Method for Hybrid AI Chatbot Implementation.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform A Study on the RPA Interface Method for Hybrid AI Chatbot Implementation

Reference 2

Resolution: verified exact; doi, observed 2026-08-10T22:46:06.069506Z

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.

Observation b33b6ef5-f6af-4f78-bd22-3a55a45e4815 · outbound

This paper cites A Case Study in Applying Hyperautomation Platform for E2E Business Process Automation.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform A Case Study in Applying Hyperautomation Platform for E2E Business Process Automation

Reference 3

Resolution: verified exact; doi, observed 2026-08-10T22:46:06.048940Z

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.

Observation 7b371571-8d39-4430-a44a-8d8f459910a5 · outbound

This paper cites A Study on the Service Integration of Traditional Chatbot and ChatGPT.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform A Study on the Service Integration of Traditional Chatbot and ChatGPT

Reference 4

Resolution: verified exact; doi, observed 2026-08-10T22:46:06.029266Z

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.

Observation 39804aaf-61bf-4924-b13d-486dfcb3c89a · outbound

This paper cites Domain-specialized LLM: Financial fine- tuning and utilization method using Mistral 7B.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Domain-specialized LLM: Financial fine- tuning and utilization method using Mistral 7B

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.575271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb0ada3a-4bb0-4fe1-b1f8-7fe41d2772d6 · outbound

This paper cites Generative AI service implementation using LLM application architecture: based on RAG model and LangChain framework.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Generative AI service implementation using LLM application architecture: based on RAG model and LangChain framework

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.591904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 956e66df-3455-40d0-91eb-49d0519ae64f · outbound

This paper cites RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.603655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f9b682d-eff2-4e30-81b0-cc7abaccc610 · outbound

This paper cites Market Guide for Enterprise Low -Code Application Platforms.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Market Guide for Enterprise Low -Code Application Platforms

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.963446Z

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.

Observation 22c80a4d-429d-4aeb-a92c-dc97332dcb5a · outbound

This paper cites Copyright Issue Trends.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Copyright Issue Trends

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.945037Z

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.

Observation aa413d54-c595-4101-88eb-598eab82733d · outbound

This paper cites Multimodal Machine Learning: A Survey and Taxonomy.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Multimodal Machine Learning: A Survey and Taxonomy

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.919975Z

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.

Observation a0b18c3c-dfb0-4b48-bd71-610bb2fa0d61 · outbound

This paper cites ViLBERT: Pretraining Task -Agnostic Visiolinguistic Representations for Vision -and- Language Tasks.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform ViLBERT: Pretraining Task -Agnostic Visiolinguistic Representations for Vision -and- Language Tasks

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.898233Z

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.

Observation edbdc6af-5dc2-47c7-b5b9-ec838ba8262c · outbound

This paper cites Multimodal Models and Fusion - A Complete Guide.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Multimodal Models and Fusion - A Complete Guide

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.872132Z

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.

Observation 761436de-a0a9-488d-8825-bea2cb07c62f · outbound

This paper cites Reasoning Limitations of Multimodal Large Language Models. A Case Study of Bongard Problems.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Reasoning Limitations of Multimodal Large Language Models. A Case Study of Bongard Problems

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.664352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44d86918-a2b5-4707-9b18-e8c0282e6e4f · outbound

This paper cites Multimodal and Crossmodal AI for Smart Data Analysis.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Multimodal and Crossmodal AI for Smart Data Analysis

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:46:06.391454Z

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.

Observation 6b68d8c5-2440-4e01-8679-de7e7948ae00 · outbound

This paper cites Massive Multi -discipline Multimodal Understanding and Reasoning Benchmark.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Massive Multi -discipline Multimodal Understanding and Reasoning Benchmark

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.850254Z

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.

Observation 3cd98ab9-7ba8-485f-be82-71ed46bde504 · outbound

This paper cites MM-LLMs: Recent Advances in MultiModal Large Language Models.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform MM-LLMs: Recent Advances in MultiModal Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.684061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86ff379f-97c4-4bd1-bf83-5695c2b8f6fc · outbound

This paper cites Agent Supervisor in Multi-Agent Workflow in LangGraph.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Agent Supervisor in Multi-Agent Workflow in LangGraph

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.827622Z

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.

Observation aa8556aa-d868-4f5f-a288-0f778ff5a8fc · outbound

This paper cites An Introduction to MultiAgent Systems.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform An Introduction to MultiAgent Systems

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.789622Z

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.

Observation 4186d085-3db1-4fd2-82ae-74118f533459 · outbound

This paper cites Foundation Models for Decision Making: Problems, Methods, and Opportunities.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Foundation Models for Decision Making: Problems, Methods, and Opportunities

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.702757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2be5235a-6f66-497f-9377-0062a70d971b · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform AgentBench: Evaluating LLMs as Agents

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.713549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecfd04be-9411-4fd6-affc-60930b9c3f3b · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.726266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed2ea11d-296f-4b26-892e-8e7fd9022b96 · outbound

This paper cites TaskMatrix.AI: Completing Tasks by Connecting Foundation Models with Millions of APIs.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform TaskMatrix.AI: Completing Tasks by Connecting Foundation Models with Millions of APIs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.739433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 631e537d-77fe-453f-9304-118f6aff7c66 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.747850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4225dcd3-af5e-41d8-8154-08fbe9d31d1a · outbound

This paper cites Multimodal Foundation Models: From Specialists to General-Purpose Assistants.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Multimodal Foundation Models: From Specialists to General-Purpose Assistants

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.766965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 539a3207-89d2-4b75-b6a4-93585a4ab315 · outbound

This paper cites Flamingo: a Visual Language Model for Few-Shot Learning.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Flamingo: a Visual Language Model for Few-Shot Learning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.757848Z

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.

Observation 956cfbd6-3a20-472a-afef-32529d63f01a · outbound

This paper cites A Generalist Agent.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform A Generalist Agent

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.786110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b8d0ec4-b127-4724-bf61-392540816d71 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.737458Z

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.

Observation 5f5e2828-06bd-4e47-9f36-c59c3c32c689 · outbound

This paper cites Atlas: Few -shot Learning with Retrieval Augmented Language Models.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Atlas: Few -shot Learning with Retrieval Augmented Language Models

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.711700Z

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.

Observation c5e859e9-512c-4887-aa32-02ddb337b50c · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.813047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4325e71-cc7e-4cc3-8c33-63ea6563d98c · outbound

This paper cites A Graph-Agent-Based Approach to Enhancing Knowledge-Based QA with Advanced RAG.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform A Graph-Agent-Based Approach to Enhancing Knowledge-Based QA with Advanced RAG

Reference 30

Resolution: verified exact; doi, observed 2026-08-10T22:46:05.969761Z

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.

Observation 4ccf4605-31d2-4315-8fc6-1e28cc95863b · outbound

This paper cites The Advantages and Limitations of No -Code in Software Development: Everything You Need to Know.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform The Advantages and Limitations of No -Code in Software Development: Everything You Need to Know

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.685553Z

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.

Observation 9aeaba1c-3ddb-41c0-8936-3a8a4760194b · outbound

This paper cites Flowise documents.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Flowise documents

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.656471Z

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.

Observation b774aee0-d621-4fec-a26a-9d3ba36af3aa · outbound

This paper cites Langflow documents.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform Langflow documents

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.626967Z

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.

Observation 0655dd8e-f557-4872-b36d-18d7ac9595f5 · outbound

This paper cites n8n Docs.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform n8n Docs

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:46:06.588218Z

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.

Observation f3ac52e3-90ce-42c9-bf72-794be783a09e · outbound

This paper cites A Study on the Method of Implementing an AI Chatbot to Respond to the POST COVID-19 Untact Era.

Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform A Study on the Method of Implementing an AI Chatbot to Respond to the POST COVID-19 Untact Era

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T22:46:05.880688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3180f85e-daef-4343-8e15-2a93e18867b6 · inbound

An Agentic AI for a New Paradigm in Business Process Development cites this paper.

An Agentic AI for a New Paradigm in Business Process Development Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T12:24:18.088870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e7e62d1-ceda-454b-a01a-c1beb1c31770 · inbound

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions cites this paper.

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform

Reference 203

Resolution: verified exact; local_arxiv, observed 2026-08-05T16:21:01.843626Z

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.