Paper Citation Record · LEDGER

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics

As of 16 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 1 inbound Pith citation observation for arXiv:2501.03928.

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

pith.paper-citation-record.v1
2501.03928 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:49:26.692698Z

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:26:50.831833Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T21:26:51.318310Z

Reference resolution

10 of 10 outbound references displayed

verified exact0
verified fuzzy5
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e042ce8e-03bd-4084-9fe6-3277a93537d4 · outbound

This paper cites GPT-4 Technical Report.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:26.650807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08701730-af4b-4613-ab0d-d4c90e269e1f · outbound

This paper cites an unresolved cited work.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:49:26.773626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 149bd69b-4ce1-407f-b453-cb9ddc36a647 · outbound

This paper cites (2018) Improving lan- guage understanding by generative pre-training.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics (2018) Improving lan- guage understanding by generative pre-training

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:49:26.812961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8bd34c8e-193f-4f6a-b4fc-d9077d949644 · outbound

This paper cites Metrics for Multi-Class Classification: an Overview.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics Metrics for Multi-Class Classification: an Overview

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:26.661447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18904517-e75a-498c-b3df-aab72eff3bd7 · outbound

This paper cites Journal of the European Economic Association 20(6): 2440–2467.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics Journal of the European Economic Association 20(6): 2440–2467

Reference 375

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:49:26.825355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7faa4b0a-6018-41c8-9937-e3088befeee0 · outbound

This paper cites Automated coding of political event data.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics Automated coding of political event data

Reference 660

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:49:26.800418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cab615f5-513b-4be4-becf-6787284ac9d4 · outbound

This paper cites Transfer learning.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics Transfer learning

Reference 1056

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:49:26.787313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f3a1b117-af64-419c-af56-9b01eb0a1658 · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 2008

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:26.665989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ae4bfe9-bcaf-4e3f-907f-88856f79dc04 · outbound

This paper cites LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models

Reference 2106

Resolution: unresolved; no resolver link, observed 2026-08-10T21:49:26.670729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a7cd441-4cfa-4120-818c-4200bf385a7b · outbound

This paper cites QLoRA: Efficient finetuning of quantized LLMs.

From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics QLoRA: Efficient finetuning of quantized LLMs

Reference 2157

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:49:26.838702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 49695f8c-6966-4dfa-827d-c30abc3c8153 · inbound

Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting cites this paper.

Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting From Newswire to Nexus: Using text-based actor embeddings and transformer networks to forecast conflict dynamics

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-15T21:26:51.324624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.