Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:45.586596Z
Paper Citation Record · LEDGER
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate
As of 18 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2608.11381.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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
Reference resolution
28 of 28 outbound references displayed
- verified exact2
- verified fuzzy10
- unresolved15
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6af928c8-16aa-4e23-a8dd-fe08bfdf3f9e · outbound
This paper cites Barkham and C.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Barkham and C
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:46.013273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5cb11319-2144-49ce-a929-c8b4be42d05f · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:17:45.999664Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c61e1ace-2597-4eca-903b-9278a14f38ec · outbound
This paper cites DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.986611Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3603f7e1-c67a-4136-976c-f1ebafae970c · outbound
This paper cites EPRA best practices recommendations (BPR) guidelines.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate EPRA best practices recommendations (BPR) guidelines
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.972475Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1ed11b50-e2a7-498b-abd3-76c378b5d2a6 · outbound
This paper cites Fatouros, K.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Fatouros, K
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.958184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cfbfa640-0b8d-4289-a151-bb75227812e8 · outbound
This paper cites The effect of legal environment and regulatory structure on performance: Cross-country evidence from REITs.Journal of Real Estate Finance and Economics,.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate The effect of legal environment and regulatory structure on performance: Cross-country evidence from REITs.Journal of Real Estate Finance and Economics,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.943988Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 34155c84-6e10-4bfb-b3bd-bcee07579abe · outbound
This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Large Language Model based Multi-Agents: A Survey of Progress and Challenges
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:17:45.494681Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7c34eaa-e5a5-4788-9533-7cb8bce714d6 · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:17:45.929312Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 74eb44fd-8f56-41f8-be34-30284005b1ff · outbound
This paper cites FinanceBench: A New Benchmark for Financial Question Answering.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate FinanceBench: A New Benchmark for Financial Question Answering
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:17:45.504453Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3080c76a-b19a-4975-b330-901ab02b9780 · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 10
- Resolution
- verified exact
- doi, observed 2026-08-15T14:17:45.623225Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 80f7e061-7fec-4604-a3cb-5c9c302c2552 · outbound
This paper cites Liu et al.
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.916346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bb93d49e-7fa8-4d79-ad6e-1c23626fe928 · outbound
This paper cites Ouyang, J.
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.903337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6b9d713d-64a2-4c5c-8dcf-469ae1b67c72 · outbound
This paper cites Qwen3.5-9B (hugging face model card).
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Qwen3.5-9B (hugging face model card)
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.889856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 57c405c4-a6a2-4ba4-9a8f-32ad7d556e5a · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:17:45.875016Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 598986d3-523b-423e-abc8-967a67b232b6 · outbound
This paper cites Sheng, S.
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.861185Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4bd8a698-fdd1-4603-abbe-79f5e49b4105 · outbound
This paper cites Spec Kit Agents: Context-Grounded Agentic Workflows.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Spec Kit Agents: Context-Grounded Agentic Workflows
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:17:45.534890Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c83d52f8-2b24-4860-862d-5557f43b114f · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:17:45.847503Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 840a5d50-6fdd-4e8a-a7eb-2b39c5d79085 · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:17:45.832607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c25f673a-5208-4bef-8610-1c65e55d9aff · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:17:45.815887Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b22c6ce8-f2c4-4926-a056-5c7b9e403502 · outbound
This paper cites TradingAgents: Multi-Agents LLM Financial Trading Framework.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate TradingAgents: Multi-Agents LLM Financial Trading Framework
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:17:45.553336Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e44a0e1-9984-44a4-a886-7aeff0feaa3e · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:17:45.801778Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2a253592-52c9-4167-a9d5-079f57ddb965 · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T14:17:45.785490Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 201cd672-f387-47c7-922c-5655bc93ee90 · outbound
This paper cites Yu et al.
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:17:45.769868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8a8d76d5-29b2-4e54-a86f-ea41a5ac4a58 · outbound
This paper cites FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:17:45.571356Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd69c5d7-1db6-4061-8645-55361611674a · outbound
This paper cites AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:17:45.576310Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da9e42d7-c5c0-4bdc-8e89-e7b11795cfdb · outbound
This paper cites Group Sequence Policy Optimization.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Group Sequence Policy Optimization
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:17:45.581701Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3998eaa-82dc-48ce-a762-f7f74c8f37c7 · outbound
This paper cites Zhu et al.
Reference 27
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-15T14:17:45.754224Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7f6f9f5b-9e6a-4474-82d5-16b0c85970cd · outbound
This paper cites an unresolved cited work.
From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate Unresolved cited work
Reference 2021
- Resolution
- verified exact
- doi, observed 2026-08-15T14:17:45.637629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
No inbound Pith citation observations are available.