Paper Citation Record · LEDGER

From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate

As of 19 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.

pith.paper-citation-record.v1
2608.11381 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:45.586596Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

Observation 80f7e061-7fec-4604-a3cb-5c9c302c2552 · outbound

This paper cites Liu et al.

From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate 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 2026-08-19T06:32:44.657259+00:00.

Observation bb93d49e-7fa8-4d79-ad6e-1c23626fe928 · outbound

This paper cites Ouyang, J.

From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

Observation 598986d3-523b-423e-abc8-967a67b232b6 · outbound

This paper cites Sheng, S.

From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

Observation 201cd672-f387-47c7-922c-5655bc93ee90 · outbound

This paper cites Yu et al.

From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate 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 2026-08-19T06:32:44.657259+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.

From Numbers to Judgment: Specialist LLM Agents and Reinforcement Learning for European Listed Real Estate 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.