Paper Citation Record · LEDGER

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports

As of 21 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2505.10586.

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

pith.paper-citation-record.v1
2505.10586 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:32:26.748452Z

measured 24 of 24 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 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

24 of 24 outbound references displayed

verified exact0
verified fuzzy12
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0d33127a-7e84-4f84-a654-a8bf1343a5bb · outbound

This paper cites Towards Interpretable Radiology Report Generation via Concept Bottlenecks using a Multi-Agentic RAG.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Towards Interpretable Radiology Report Generation via Concept Bottlenecks using a Multi-Agentic RAG

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.621408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bafc43d-7987-41f7-87e6-cf2b9d595f4b · outbound

This paper cites an unresolved cited work.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:32:27.131909Z

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 59cf6110-7af6-4955-9197-94afeb6e0dbe · outbound

This paper cites We can detect your bias: Predicting the political ideology of news articles.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports We can detect your bias: Predicting the political ideology of news articles

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:27.116193Z

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 97c9f980-8289-4236-9464-b3a58bb5b451 · outbound

This paper cites Bernardi, Marta Cimitile, and Ric- cardo Pecori.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Bernardi, Marta Cimitile, and Ric- cardo Pecori

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:27.100172Z

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 baee0315-95a3-44db-8211-e1974ed09958 · outbound

This paper cites A coefficient of agreement for nominal scales.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports A coefficient of agreement for nominal scales

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.655360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85bc01d5-a74b-440f-99f0-5d5eaf790f70 · outbound

This paper cites A survey on rag meeting llms: Towards retrieval- augmented large language models.Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining,.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports A survey on rag meeting llms: Towards retrieval- augmented large language models.Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:27.055707Z

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 61b0d3d3-d11d-41de-a9ef-2525a8ac49e8 · outbound

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

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.679326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40314035-3cab-4142-853a-e7ca1ceffa3f · outbound

This paper cites Robust multi model rag pipeline for documents containing text, table & images.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Robust multi model rag pipeline for documents containing text, table & images

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:27.022249Z

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 942bbfff-817c-445b-bb81-307c409aa9eb · outbound

This paper cites Summac: Re- visiting nli-based models for inconsistency detection in summarization.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Summac: Re- visiting nli-based models for inconsistency detection in summarization

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:27.005960Z

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 08a64b8a-8abd-47aa-be5e-6b72f7ae90e8 · outbound

This paper cites Introducing a global dataset on conflict forecasts and news topics.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Introducing a global dataset on conflict forecasts and news topics

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:26.987378Z

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 cf780978-5c0a-40ea-bc37-3d22180a8b09 · outbound

This paper cites Detecting Human Rights Violations on Social Media during Russia-Ukraine War.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Detecting Human Rights Violations on Social Media during Russia-Ukraine War

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.715673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f0fc25f-04bf-41ae-aea4-7cd9a910430f · outbound

This paper cites Linke, H ˚avard Hegre, and Joakim Karlsen.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Linke, H ˚avard Hegre, and Joakim Karlsen

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:26.970840Z

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 b5b9aa02-01d0-476b-ad2a-0ac5373a5ef2 · outbound

This paper cites VERISCORE: Evaluating the factuality of verifiable claims in long-form text generation.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports VERISCORE: Evaluating the factuality of verifiable claims in long-form text generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.732233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efb99ea1-5498-40b8-9ade-5e37a4d7e872 · outbound

This paper cites an unresolved cited work.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:32:26.954753Z

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 3a6c372e-e8ca-466e-adf9-308f426985ec · outbound

This paper cites Dodhia, J.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Dodhia, J

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:26.939012Z

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 6df597ac-ea02-46ce-bec7-a7c5b85dd30a · outbound

This paper cites Optimizing data extraction: Harnessing rag and llms for german medical docu- ments.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Optimizing data extraction: Harnessing rag and llms for german medical docu- ments

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:26.921515Z

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 4f49b3d6-dc22-4eb5-bb61-d49bc1c584d3 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 1960

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.660709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4695209-6500-4a2b-b1d1-a2a37604c28e · outbound

This paper cites Retrieval Augmented Chest X-Ray Report Generation using OpenAI GPT models.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Retrieval Augmented Chest X-Ray Report Generation using OpenAI GPT models

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.726255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d484a00c-53ca-4892-a83e-8442ee183690 · outbound

This paper cites The faiss library.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports The faiss library

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:27.072217Z

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 9e117d7f-f7ca-457a-81e7-8fdd2c8c1d15 · outbound

This paper cites A survey on rag with llms.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports A survey on rag with llms

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:27.147731Z

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 6270ecbb-1e9e-44d4-a84b-cac507841c74 · outbound

This paper cites From RAGs to riches: Utilizing large language models to write documents for clinical trials.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports From RAGs to riches: Utilizing large language models to write documents for clinical trials

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.705571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3e3e719-f4dd-46e0-bc52-f1c5a7f72dfb · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T21:32:26.684846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32f3c672-bc0b-45fa-8234-477138d23660 · outbound

This paper cites Lattimer, Udo Kruschwitz, C.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Lattimer, Udo Kruschwitz, C

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:32:27.165028Z

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 0353d4c4-6754-4b60-91ba-d3bfa5acb4ce · outbound

This paper cites an unresolved cited work.

Towards Automated Situation Awareness: A RAG-Based Framework for Peacebuilding Reports Unresolved cited work

Reference 2025

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:32:27.038752Z

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.

Pith citing papers

No inbound Pith citation observations are available.