Paper Citation Record · LEDGER

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting

As of 15 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2412.08578.

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

pith.paper-citation-record.v1
2412.08578 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:48:22.743463Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

13 of 13 outbound references displayed

verified exact1
verified fuzzy4
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c2eda9bd-1c96-4e84-9975-0f220d90c6f7 · outbound

This paper cites (2021, August).

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting (2021, August)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:48:23.233061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8d10c1ad-392d-4990-8022-a5ef4f75750e · outbound

This paper cites Data Augmentation using Pre-trained Transformer Models.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting Data Augmentation using Pre-trained Transformer Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:22.619074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb74d45d-b022-460a-abb9-30b73e85476a · outbound

This paper cites Generating Datasets with Pretrained Language Models.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting Generating Datasets with Pretrained Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:22.640692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fe7f33d-5c23-47bc-9364-c4cee0e1e603 · outbound

This paper cites We also conducted 11 semistructured interviews in January and February 2017,2 including five for the South Carolina SIB, three for the Chicago SIB, and three for the Utah SIB.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting We also conducted 11 semistructured interviews in January and February 2017,2 including five for the South Carolina SIB, three for the Chicago SIB, and three for the Utah SIB

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:48:23.184814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 775a0508-bf58-46d6-85fb-bf0beac81a5c · outbound

This paper cites Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting Bringing Structure into Summaries: a Faceted Summarization Dataset for Long Scientific Documents

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-11T17:48:23.003420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cb349c08-ae5f-4dec-87ee-4001a31b88a6 · outbound

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

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:22.607986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9301bef-15d2-47f4-b845-33cb6dff1e26 · outbound

This paper cites Simulated Chats for Building Dialog Systems: Learning to Generate Conversations from Instructions.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting Simulated Chats for Building Dialog Systems: Learning to Generate Conversations from Instructions

Reference 579

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T17:48:22.915084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3670fd1a-033b-46c3-9b81-f01144c27047 · outbound

This paper cites E., Walker, S., Jones, S., Hancock -Beaulieu, M.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting E., Walker, S., Jones, S., Hancock -Beaulieu, M

Reference 1994

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:48:23.209853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b438ae42-c3ce-4e78-98fd-ebbd3a3ef03d · outbound

This paper cites an unresolved cited work.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting Unresolved cited work

Reference 2016

Resolution: unresolved; raw_fallback, observed 2026-08-11T17:48:23.196381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 01edbf03-daa4-45bf-a599-0c86f7f468df · outbound

This paper cites Multi-Document Scientific Summarization from a Knowledge Graph-Centric View.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting Multi-Document Scientific Summarization from a Knowledge Graph-Centric View

Reference 2017

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T17:48:22.886726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8ed97ec1-296e-433a-9832-3d98da8ba23a · outbound

This paper cites MS MARCO: A Human Generated MAchine Reading COmprehension Dataset.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting MS MARCO: A Human Generated MAchine Reading COmprehension Dataset

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:22.494496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08f6d88e-6f0b-4964-a835-d17dcabe4b28 · outbound

This paper cites Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-11T17:48:22.612669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5c911d4-f04b-4aaa-baba-5063c1f99f97 · outbound

This paper cites Why Should I Trust You?.

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting Why Should I Trust You?

Reference 5551

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:48:23.221947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.