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Paper Citation Record · LEDGER

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

As of 17 August 2026, this Paper Citation Record lists 100 of 300 outbound references and 11 inbound Pith citation observations for arXiv:2508.17692.

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

pith.paper-citation-record.v1
2508.17692 v1

Coverage vector

measured 100 of 300 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:04:47.181034Z

measured 111 of 111 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:00:53.968282Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:57:25.897612Z

Reference resolution

100 of 300 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved100
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation de70ce70-3023-4fe8-a447-96f1b851ea80 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 1

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Observation e8380918-bc43-4a64-8032-451a8251c21b · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 2

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Observation afb939f3-5db4-40d6-ba27-55e6ee4269a9 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 3

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Observation acda3b99-12fd-4da6-bf2a-1fe39b5581c6 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 4

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Observation 96deb6f7-b9d4-4c39-a1e0-9cd8c6525ba6 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 5

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Observation 35be52eb-e117-4567-ab1a-47fbd5116937 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 6

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Observation 06e3160f-1e11-49ec-a7c7-9e6091b538d5 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 7

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Observation 9db3585e-c60f-4f67-a672-ac4db6cd18e8 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 8

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Observation 2a48bb5a-f7db-4b5f-b052-7150d7305561 · outbound

This paper cites introduction to Computational Chemistry.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios introduction to Computational Chemistry

Reference 9

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Observation ca1099fe-1177-431a-8b9c-baeaeec8fd7a · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Program Synthesis with Large Language Models

Reference 10

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Observation 46958abc-60b9-4bd3-9816-fb88a9ceb301 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 11

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Observation ee7350a1-5b41-48ab-8e1e-4bd73c117f2f · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 12

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Observation ea3a994c-5f4a-45fd-85a5-666141a67915 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 13

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Observation 7d68a045-e085-4745-b8fa-67733f0e56dc · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 14

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Observation 89aaede8-7ad7-492b-ace9-1b6eeb8d658c · outbound

This paper cites NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios NESTFUL: A Benchmark for Evaluating LLMs on Nested Sequences of API Calls

Reference 15

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Observation e14b2b66-f263-44f4-828b-e21cbbc82b5c · outbound

This paper cites The Optimization Paradox in Clinical AI Multi-Agent Systems.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios The Optimization Paradox in Clinical AI Multi-Agent Systems

Reference 16

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Observation 8cebddde-0b53-4c76-8555-e69623cd16c3 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 17

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Observation 372df0bf-c82d-4dc4-88e4-3ff2090c5284 · outbound

This paper cites Small Language Models are the Future of Agentic AI.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Small Language Models are the Future of Agentic AI

Reference 18

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Observation 129cb8eb-b347-4562-b099-5dc0d9b92979 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 19

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Observation 113aeb8c-1325-4a86-8d5f-cc4fb137911f · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 20

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Observation 76c24895-a0e0-4c98-8199-eeed90625f2e · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 21

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Observation 85d93b92-7ffb-40f1-86cd-da5bab00ae19 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 22

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Observation b1036c26-4bba-4968-b47c-27ec7bf3191b · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 23

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Unavailable: canonical work link unavailable.

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Observation a2c07b19-af32-4ef7-aa82-924ab5e7cf01 · outbound

This paper cites ChemCrow: Augmenting large-language models with chemistry tools.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios ChemCrow: Augmenting large-language models with chemistry tools

Reference 24

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Observation d1e37076-9e7f-4dc8-b920-d1a1abe7a0e6 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 25

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Observation 0cc47609-2d0f-4b71-b90a-6556d6948d84 · outbound

This paper cites From Deep Learning to LLMs: A survey of AI in Quantitative Investment.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios From Deep Learning to LLMs: A survey of AI in Quantitative Investment

Reference 26

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Observation d477250c-45fa-4c61-b976-f82935c8eee1 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 27

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Observation b5b9a425-5b6a-41ef-9543-ac0f5a40aa34 · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Why Do Multi-Agent LLM Systems Fail?

Reference 28

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Observation 583930da-5209-4606-ae59-be4a048bfb89 · outbound

This paper cites SciMaster: Towards General-Purpose Scientific AI Agents, Part I. X-Master as Foundation: Can We Lead on Humanity's Last Exam?.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios SciMaster: Towards General-Purpose Scientific AI Agents, Part I. X-Master as Foundation: Can We Lead on Humanity's Last Exam?

Reference 29

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Observation e91212d2-17a5-4a99-96f8-369981b95ca8 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation 78c6b1f8-4131-4bb4-8fa0-aa61c31c92a5 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation 9a3b1dad-d47a-4e22-a5d3-f3323ed1a4e7 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 32

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Observation c651449e-ee1f-4a83-8931-c049d4cdd8c1 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 33

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Observation 191132c8-8405-49c4-91ff-59114222e2eb · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 34

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Observation f1f2c8b0-351d-468b-a1bb-941f59cf2069 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 35

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Observation 422ca5c2-9bc2-4bc0-97af-7c283f5dc69a · outbound

This paper cites Chemist-X: Large Language Model-empowered Agent for Reaction Condition Recommendation in Chemical Synthesis.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Chemist-X: Large Language Model-empowered Agent for Reaction Condition Recommendation in Chemical Synthesis

Reference 36

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Observation 23403d0c-b79b-46f7-9646-7e902f6c19d4 · outbound

This paper cites MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation

Reference 37

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Observation 792eacee-bc4e-4cc1-adaf-607dee6b6597 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Evaluating Large Language Models Trained on Code

Reference 38

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Observation 47da7ce4-4cb2-480f-a5f7-6eef3f6ca67b · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 39

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Observation c29947b0-c617-4bbc-bfca-f2a3bcd948b6 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation 4208f8eb-16b8-44d0-8494-97df4ff8629b · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation e4b7b310-7272-4a2f-a22f-10044d080199 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation af59473f-7595-49e9-9171-4f55370a89e6 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 43

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Observation 8b744379-6106-423b-807e-b47f04a6f74e · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 44

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Observation 2a894efb-da04-4333-9b67-788e895abbaa · outbound

This paper cites MetaOpenFOAM: an LLM-based multi-agent framework for CFD.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios MetaOpenFOAM: an LLM-based multi-agent framework for CFD

Reference 45

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Observation aa67b1a9-6d5c-46f8-a107-75d14c6178c2 · outbound

This paper cites MetaOpenFOAM 2.0: Large Language Model Driven Chain of Thought for Automating CFD Simulation and Post-Processing.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios MetaOpenFOAM 2.0: Large Language Model Driven Chain of Thought for Automating CFD Simulation and Post-Processing

Reference 46

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Observation e954d132-1097-41b2-93c0-5e800e3fee66 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 47

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Observation f43b5619-9dfb-47fa-9b60-5512e36a9c0d · outbound

This paper cites LocAgent: Graph-Guided LLM Agents for Code Localization.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios LocAgent: Graph-Guided LLM Agents for Code Localization

Reference 48

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Observation 18c23fd8-3617-476d-b35e-ff8da151a564 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 49

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Observation db04ec11-711a-4b51-9e88-4e0108f7a559 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Training Verifiers to Solve Math Word Problems

Reference 50

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Observation d5ae7829-c397-49f1-8509-7fe5d5386ac1 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 51

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Observation 89210338-c8e8-460b-875e-76becc6763cf · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 52

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Observation 3dacd52e-20d0-4a2f-8d65-23581178cea6 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 53

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Observation ee4cc485-72cd-4ab9-8f49-32c4cb7bd21c · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 54

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Observation c56a3e7d-9ac2-4d9a-8be5-bfea8bc6f861 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 55

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Observation 6defe968-434c-4a50-b289-3abd5636e211 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 56

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Observation 95ed8a60-b19e-4c1b-b98e-79ba2cde11b1 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 57

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Observation 120deee7-0c2b-4e95-a533-75c547425201 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-15T17:04:47.017359Z digest=sha256:6cd5d4ecf6974581b2f793e88077f5b1b7f39dbd2fd941b96650df3a4e4c5d0d

Observation e3c7b823-fe0c-4265-a257-319afe48cbce · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-15T17:04:47.020923Z digest=sha256:e5a26455020770350294c53e50c0818c7f67edd470915a0295179fb622fa2d89

Observation 76469bfd-0455-4bf4-a6ba-abe3461f9c97 · outbound

This paper cites Agent AI: Surveying the Horizons of Multimodal Interaction.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Agent AI: Surveying the Horizons of Multimodal Interaction

Reference 60

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source=pdf_text observed=2026-08-15T17:04:47.024618Z digest=sha256:fbf411365806a7ed763119b3503f4fc373c1267c7cf2e25ca0f1e62ca656f9c6

Observation b54e3837-93b0-45da-9329-3c8f725a0bac · outbound

This paper cites A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP).

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP)

Reference 61

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Observation e59f4379-5539-4f62-8440-45e9dd091599 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 62

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Observation 112e77cf-543c-4015-9112-e84447c5e8eb · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 63

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source=pdf_text observed=2026-08-15T17:04:47.036076Z digest=sha256:1743913997188494497e7e5d25c5f77fda6f6cc688a70cd4bc068438e9bd4a61

Observation 4eb65289-fae4-427e-822a-ea82cbb28d20 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 64

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source=pdf_text observed=2026-08-15T17:04:47.039675Z digest=sha256:312e735c1e30bfb3768c231015d5fb94314912bbfe14d8fe7765490a4fc7e359

Observation 59710de7-836c-4036-aeec-c2dd0e48aa40 · outbound

This paper cites REFUGE2 Challenge: A Treasure Trove for Multi-Dimension Analysis and Evaluation in Glaucoma Screening.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios REFUGE2 Challenge: A Treasure Trove for Multi-Dimension Analysis and Evaluation in Glaucoma Screening

Reference 65

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Observation 172403fe-5639-40bd-813a-be09f661ed8c · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 66

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source=pdf_text observed=2026-08-15T17:04:47.047366Z digest=sha256:aa53b11b41ea73134b4a268e1d9d065b70e44c5b0debb2c917c1bff626afd870

Observation b2ea3e8f-2c14-47ff-a025-f6d46d2a4744 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 67

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source=pdf_text observed=2026-08-15T17:04:47.051178Z digest=sha256:5a3956c910b7f5022af28a8cb4937a67d720d04e02bf686bd70da01e04d75984

Observation baf747ee-a605-4e72-acd5-46b51803d636 · outbound

This paper cites MCP-Zero: Active Tool Discovery for Autonomous LLM Agents.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios MCP-Zero: Active Tool Discovery for Autonomous LLM Agents

Reference 68

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Observation 2711b58a-7598-4257-a81b-7f1e408e413d · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 69

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source=pdf_text observed=2026-08-15T17:04:47.058722Z digest=sha256:54b1fa7e6af64c4703f670e0c47e1c657ea8547671ab94a89bcba8a5ac97c79e

Observation 49c57326-15ca-4079-bcf4-664e10bd4509 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 70

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source=pdf_text observed=2026-08-15T17:04:47.062023Z digest=sha256:cf1fa98e6e810028cff4a6f1c8c800d762bff48f8fa0bcc0055b67c1794db1e9

Observation f0f157c5-57c2-4688-9f5c-282bfcc97feb · outbound

This paper cites PharmAgents: Building a Virtual Pharma with Large Language Model Agents.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios PharmAgents: Building a Virtual Pharma with Large Language Model Agents

Reference 71

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source=pdf_text observed=2026-08-15T17:04:47.069742Z digest=sha256:28f51d1b5b449334dd022fe3f9850fdce45f590063f39293d051d637b0adb402

Observation 699a633f-ac96-457e-b8ea-2a5bdb4efec3 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 72

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source=pdf_text observed=2026-08-15T17:04:47.073774Z digest=sha256:061f9ca5ab42b006ea4480d003a78560b5a97e9f0a4b25fc78e8f088cfde59b5

Observation 44222bd9-fe20-4306-a49b-d8eaa42e0549 · outbound

This paper cites A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

Reference 73

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source=pdf_text observed=2026-08-15T17:04:47.077327Z digest=sha256:4d70ba0efa1fb9dc0a67ab4d9dcd627d69861b01971e188728fed70f3f3a4397

Observation a22a390a-4337-45cc-ae47-4cb1f7c56909 · outbound

This paper cites Simulating Financial Market via Large Language Model based Agents.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Simulating Financial Market via Large Language Model based Agents

Reference 74

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Observation 805ef9ee-16f0-40e1-a375-3d9ce6896b28 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 75

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source=pdf_text observed=2026-08-15T17:04:47.084824Z digest=sha256:3a22c0237e8282912e6ab407ba51f52793464bd865cdc5e00354399bece3141a

Observation a4923b82-05ea-4f26-af2e-81b72be7bec7 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 76

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source=pdf_text observed=2026-08-15T17:04:47.088700Z digest=sha256:7e7f78ee7e5a845ca2944664f5f9319e696fae63e9c6ef4c66d1f6a70485231e

Observation 0e0f3167-60f4-4cdc-81b2-b6b5f93e8f81 · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 77

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source=pdf_text observed=2026-08-15T17:04:47.093007Z digest=sha256:7617c21c98d6332884a1e7ccfaa5aeddba23effacb06c9872360e192af6ce491

Observation 38471234-37cd-4515-b539-d7437054720f · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 78

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source=pdf_text observed=2026-08-15T17:04:47.097297Z digest=sha256:350b899cdd00e994ae8c6e0b7252135e3db1b6ef21953b9064d0d19d5e7a71fe

Observation 383d0332-73ea-47c7-94e9-36a455b9a100 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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source=pdf_text observed=2026-08-15T17:04:47.101074Z digest=sha256:d9a62456012854ba729ab5455277641058f1a01e1de863d0a9d3f25daa016709

Observation f3a764cb-4372-4853-b4f3-94e4e5c40fa3 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 80

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Observation 64205f2d-eb1d-44db-866f-5f4ec3c64125 · outbound

This paper cites Robin: A multi-agent system for automating scientific discovery.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Robin: A multi-agent system for automating scientific discovery

Reference 81

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Observation de7722f3-cdda-4639-bd57-f61cf2314a66 · outbound

This paper cites A Comprehensive Survey of Reinforcement Learning: From Algorithms to Practical Challenges.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios A Comprehensive Survey of Reinforcement Learning: From Algorithms to Practical Challenges

Reference 82

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Observation f6a69b99-44c7-4a67-8eba-70eb29ca27c9 · outbound

This paper cites Towards an AI co-scientist.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Towards an AI co-scientist

Reference 83

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Observation 47db8ed1-f906-422f-99d4-efe22c174a98 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation 635c0198-21d5-4ec2-a208-b59ae4a09ed9 · outbound

This paper cites an unresolved cited work.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 85

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Observation 6b8d91f3-24c9-4c25-9829-ff155c080812 · outbound

This paper cites Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions

Reference 86

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Observation 0ff250b5-89a6-4225-8c46-9dc7a84c474f · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 87

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Observation 84f8c6c5-92fc-4610-bfaa-065b73284a33 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 88

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Observation f2f90f84-f245-440f-ab0e-6ee91e5c15be · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation 50583298-1e7a-42fa-8558-ed8766f9ed8a · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 90

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Observation b05ffb7c-70bb-48cb-a3b0-ee0b093f968b · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 91

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Observation 7dbeffe5-c0f2-4426-acae-e1fdcf6edf98 · outbound

This paper cites MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios MIRROR: Multi-agent Intra- and Inter-Reflection for Optimized Reasoning in Tool Learning

Reference 92

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Observation c431d60b-b2c8-474a-b142-cc9dd9856ffb · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 93

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Observation c119e9b3-824b-4c0b-9910-ccfd27de59f0 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation 3a3a3bce-bd40-4872-8a38-0b74b67caf9b · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 95

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Observation 4e384aee-f91e-4120-ad11-550066b17762 · outbound

This paper cites PathVQA: 30000+ Questions for Medical Visual Question Answering.

LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios PathVQA: 30000+ Questions for Medical Visual Question Answering

Reference 96

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Observation deef6578-2f08-4239-aea1-fd7e09ca743b · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation 4ce26c66-e18c-4e91-b33a-0225f6cdcaf3 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

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Observation 2a3482e3-ec9f-4c34-bd28-8420a393f28f · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 99

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Observation f0d9cc32-df77-428a-a5bc-c082e7f9adc5 · outbound

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LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Unresolved cited work

Reference 100

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Pith citing papers

Observation 9eb9ef10-114c-475f-bee0-9a4c2287c9ac · inbound

AXE: Grey-Box Exploitability Confirmation for Localized Vulnerability Reports cites this paper.

AXE: Grey-Box Exploitability Confirmation for Localized Vulnerability Reports LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 53

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Observation 5c5899b9-d150-4b08-a619-d348327d27b4 · inbound

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 98

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Observation 705d6a71-0909-4cd0-9adc-5179a6c3e546 · inbound

Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation cites this paper.

Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 145

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Observation ea471326-ee02-41da-91b9-13ed4006be15 · inbound

E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning cites this paper.

E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 37

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Observation 7e4d31a5-5c02-4c36-8109-bf5ecc43a531 · inbound

Agentic Frameworks for Reasoning Tasks: An Empirical Study cites this paper.

Agentic Frameworks for Reasoning Tasks: An Empirical Study LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 5

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arxiv_id, observed 2026-05-10T09:08:26.210484Z

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Observation 63a717b5-aef5-4fcb-ac2e-5fadf5ffda8d · inbound

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures cites this paper.

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 25

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Observation 76450f8c-46a7-4a9c-a693-b064750db6cd · inbound

GraphBit: A Graph-based Agentic Framework for Non-Linear Agent Orchestration cites this paper.

GraphBit: A Graph-based Agentic Framework for Non-Linear Agent Orchestration LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 4

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Observation 108d5f83-0f4f-4d6d-97dd-70a8159a0522 · inbound

TimeSage-MT: A Multi-Turn Benchmark for Evaluating Agentic Time Series Reasoning cites this paper.

TimeSage-MT: A Multi-Turn Benchmark for Evaluating Agentic Time Series Reasoning LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 18

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Observation 16ee237f-0240-42ad-9f34-91489e651eb3 · inbound

Co-Evolving Skill Generation and Policy Optimization cites this paper.

Co-Evolving Skill Generation and Policy Optimization LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 14

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Observation d39b0e03-26ce-41e9-bc79-b4837092c3bc · inbound

Agents in the Wild: Where Research Meets Deployment cites this paper.

Agents in the Wild: Where Research Meets Deployment LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 57

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Observation 9b28d0b3-33a7-43f7-9aee-2b0027f12775 · inbound

APQF: Agentic Profiling-Guided Structured Pruning and Mixed-Precision Quantization with Adaptive Fine-Tuning cites this paper.

APQF: Agentic Profiling-Guided Structured Pruning and Mixed-Precision Quantization with Adaptive Fine-Tuning LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

Reference 66

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