Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:28:37.018623Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2507.15770.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:28:37.018623Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
27 of 27 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a4b6692c-68f6-431e-89d4-d9163d0e198e · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Analysis and controlling of manufacturing service ecosystem: A research framework based on the parallel system theory,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c9264da-9bfe-463b-a6f6-c7f2473cb3f6 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Chatgpt chats on computational experiments: From interactive intelligence to imaginative intelligence for design of artificial societies and optimization of foundational models,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4370f036-c992-4ea8-a74d-2a426d5e9cf0 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Com-putational experiments: Past, present and perspective,
Reference 3
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 7cf92107-5dea-445d-a853-0be6cb71b966 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Research roadmap of service ecosystems: A crowd intelligence perspective,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ab92b85-565f-4401-abab-1c86fcdd9ec8 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Ai agency vs. human agency: understanding human–ai interactions on tiktok and their implications for user engage- ment,
Reference 5
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 9c6153b7-98be-4d7d-a00c-48beac2810fc · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Computational experiments for complex social systems: Experiment design and generative explanation,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cc10542-8932-4b61-b91b-e962d3ff65e9 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Computational experiments: A new analysis method for cyber-physical- social systems,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03f289c7-162f-454a-a13b-210562b0ef7b · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Unresolved cited work
Reference 8
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 bea26b4f-86d7-41dd-9bda-3de3d1233e97 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining A theory of fads, fashion, custom, and cultural change as informational cascades,
Reference 9
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 249a5cce-be03-43c5-9be9-7f45c66b370d · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Analyzing developmental trajectories of distinct but related behaviors: a group-based method
Reference 10
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 fc70d7c5-1183-4592-874b-96dcae21fbc3 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Chain-of-thought prompting elicits reasoning in large language models,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb85576d-3701-4c99-9981-956d8eaeaa70 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Finding emergence in data by maximizing effective information,
Reference 12
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 daf8aff2-f52b-4c80-a59a-0433ea6c32bb · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Generative agents: Interactive simulacra of human behavior,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ca4db32-3e4c-4398-aed7-7ecf85046676 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Conceptualizing value: a service-ecosystem view,
Reference 14
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 cdf7ffb1-e85f-4aa5-a47e-657bff6e1df4 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining How does innovation emerge in a service ecosystem?
Reference 15
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 e2bd658a-43e6-4921-9efd-461a75344434 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Heteropathic versus homopathic resource integration and value co-creation in service ecosystems,
Reference 16
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 bb057ef9-2cdc-41d5-91f1-af1b4c0088f1 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Scaling Large Language Model-based Multi-Agent Collaboration
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc8386aa-52e4-4664-a014-df1dd2ebb669 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining React: Synergizing reasoning and acting in language models,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 489f0e80-311e-4ec0-b0e4-7491e8e1eae7 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Tree of thoughts: Deliberate problem solving with large language models,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2187a8a9-a35f-454c-8646-0ba8750cd3ca · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71bd1f57-8fba-4393-93c4-8bdec8c115ca · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Hypothetical Minds: Scaffolding Theory of Mind for Multi-Agent Tasks with Large Language Models
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b851257e-76a3-4ed4-bf1a-2277169a0d6e · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Graph of thoughts: Solving elaborate problems with large language models,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2aa584ea-a667-422a-83cb-da3b950eade6 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a374e0b-3d7d-4b54-87e7-f64248c20fdf · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Minilm: Deep self-attention distillation for task-agnostic compression of pre- trained transformers,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32e88a59-3647-403e-8da9-2dbe146b8f58 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining The online-to-offline (o2o) food delivery industry and its recent development in china,
Reference 25
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 a7e56681-94f7-4632-a464-39697a0e59cd · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining A review of involution and its psychological interpretation,
Reference 26
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 edcd8009-49ab-47c0-951d-3162e19ddd71 · outbound
A Framework for Analyzing Abnormal Emergence in Service Ecosystems Through LLM-based Agent Intention Mining Economic backwardness in historical perspective (1962),
Reference 27
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.
No inbound Pith citation observations are available.