Paper Citation Record · LEDGER

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2507.15823.

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

pith.paper-citation-record.v1
2507.15823 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:27:10.410037Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

17 of 17 outbound references displayed

verified exact4
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c99e98b-80f7-4762-b9d2-e0d8eb6d90eb · outbound

This paper cites online" 'onlinestring :=.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:27:10.321016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 340ae993-306a-4117-9224-1084c7f23f19 · outbound

This paper cites write newline.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T15:27:10.327919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9d7de44-99d1-4e72-acb2-c485409836cf · outbound

This paper cites an unresolved cited work.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unresolved cited work

Reference 3

Resolution: verified exact; doi, observed 2026-08-06T15:27:10.506879Z

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 15d5d4a0-da4b-4097-bf2f-21451620e272 · outbound

This paper cites Unsupervised Cross-lingual Representation Learning at Scale.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unsupervised Cross-lingual Representation Learning at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T15:27:10.338486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06f7715d-4ada-4640-be83-2f4f1021c551 · outbound

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

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:27:10.344160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e892ed5-253e-4a81-b5bd-7ffd698b5055 · outbound

This paper cites an unresolved cited work.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:27:10.872739Z

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 60a50760-5a3b-4a26-939d-b8ecfa559490 · outbound

This paper cites an unresolved cited work.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unresolved cited work

Reference 7

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:27:10.735681Z

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 c5f3da27-cfcb-4243-8da8-2bb71b003ddd · outbound

This paper cites an unresolved cited work.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unresolved cited work

Reference 8

Resolution: verified exact; doi, observed 2026-08-06T15:27:10.488817Z

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 160e3d45-43e7-49fe-bb3a-b78004cc6fcc · outbound

This paper cites Lavista Ferres.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Lavista Ferres

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T15:27:10.366712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44e670d2-0fba-4064-820c-e3f8ef787602 · outbound

This paper cites Batista, Christina Wille, Aoife Cahill, Joel R.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Batista, Christina Wille, Aoife Cahill, Joel R

Reference 10

Resolution: verified exact; doi, observed 2026-08-06T15:27:10.471043Z

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 ced2dcad-1ec5-4d79-9102-41f39bf45515 · outbound

This paper cites an unresolved cited work.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:27:10.855301Z

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 99b0686b-924b-409d-81bd-11a109e80d94 · outbound

This paper cites an unresolved cited work.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:27:10.837287Z

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 98b353e0-4562-4845-81cc-8d81368b4d7a · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:27:10.388343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 831663b3-ee9b-449b-9b62-63b97e15c1b5 · outbound

This paper cites DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T15:27:10.393780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65188464-ab84-4d97-bff1-5ad21c7edeef · outbound

This paper cites we have no idea how models will behave in production until production.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work we have no idea how models will behave in production until production

Reference 15

Resolution: verified exact; doi, observed 2026-08-06T15:27:10.453415Z

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 1747cff3-cee9-41d9-899b-6e666d6cf5d2 · outbound

This paper cites an unresolved cited work.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:27:10.819868Z

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 e74fa838-3139-48bc-82f0-33a25e6a683d · outbound

This paper cites an unresolved cited work.

Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:27:10.800256Z

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.

Pith citing papers

No inbound Pith citation observations are available.