Paper Citation Record · LEDGER

Unsupervised Construction of Knowledge Graphs From Text and Code

As of 16 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:1908.09354.

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

pith.paper-citation-record.v1
1908.09354 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:17:29.221106Z

measured 16 of 16 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 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

16 of 16 outbound references displayed

verified exact2
verified fuzzy9
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0c27f0ba-e95e-44d4-b9c7-2cda04f71631 · outbound

This paper cites A survey of machine learning for big code and naturalness.

Unsupervised Construction of Knowledge Graphs From Text and Code A survey of machine learning for big code and naturalness

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.505256Z

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 957f9544-2ec4-4a45-bb30-7be86f105de0 · outbound

This paper cites A density-based algorithm for discovering clusters in large spatial databases with noise.

Unsupervised Construction of Knowledge Graphs From Text and Code A density-based algorithm for discovering clusters in large spatial databases with noise

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.488562Z

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 65c95f74-b32d-445d-838d-472e1a6ae51d · outbound

This paper cites Towards ontology-based natural lan- guage processing.

Unsupervised Construction of Knowledge Graphs From Text and Code Towards ontology-based natural lan- guage processing

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.471256Z

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 0b6ec7d5-ad5b-4e2d-97b0-904d39f1f91c · outbound

This paper cites Seman- ticmodels.jl, 2018.

Unsupervised Construction of Knowledge Graphs From Text and Code Seman- ticmodels.jl, 2018

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.453329Z

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 21e29d9f-7b45-4151-b1de-5cd1a060d4b8 · outbound

This paper cites NSEEN: Neural Semantic Embedding for Entity Normalization.

Unsupervised Construction of Knowledge Graphs From Text and Code NSEEN: Neural Semantic Embedding for Entity Normalization

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-14T11:17:29.337655Z

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 2efd19ca-cf7b-4634-ace3-8d9a034a5176 · outbound

This paper cites Epirecipes text book.

Unsupervised Construction of Knowledge Graphs From Text and Code Epirecipes text book

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.438405Z

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 26bff197-329b-40fe-808b-8f3438988585 · outbound

This paper cites Long short-term memory.

Unsupervised Construction of Knowledge Graphs From Text and Code Long short-term memory

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-14T11:17:29.176063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cee79085-0d73-4036-b5a2-e9493e07be56 · outbound

This paper cites spacy 2: Natural language understanding with bloom em- beddings.

Unsupervised Construction of Knowledge Graphs From Text and Code spacy 2: Natural language understanding with bloom em- beddings

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.413289Z

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 11ce9f8b-132d-47f4-aded-58c43241694a · outbound

This paper cites Deep code comment generation.

Unsupervised Construction of Knowledge Graphs From Text and Code Deep code comment generation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.397382Z

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 bcc0764c-96ba-4768-bc16-87db75f1288b · outbound

This paper cites Mapping Text to Knowledge Graph Entities using Multi-Sense LSTMs.

Unsupervised Construction of Knowledge Graphs From Text and Code Mapping Text to Knowledge Graph Entities using Multi-Sense LSTMs

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-14T11:17:29.315782Z

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 6d48d820-0b1c-4e32-92ee-5d8112c2f3df · outbound

This paper cites Statistics with julia: Fundamentals for data science, ma- chine learning and artiﬁcial intelligence., May 2019.

Unsupervised Construction of Knowledge Graphs From Text and Code Statistics with julia: Fundamentals for data science, ma- chine learning and artiﬁcial intelligence., May 2019

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.380575Z

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 e7998f6e-a532-4855-aa8b-55d842a9f445 · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

Unsupervised Construction of Knowledge Graphs From Text and Code UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-14T11:17:29.201747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2449b63e-27e6-477f-bb98-822159420832 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Unsupervised Construction of Knowledge Graphs From Text and Code Efficient Estimation of Word Representations in Vector Space

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T11:17:29.207001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7774e4c-3b80-4629-9eb0-578e8c9ac928 · outbound

This paper cites A survey of embedding models of entities and relationships for knowledge graph completion.

Unsupervised Construction of Knowledge Graphs From Text and Code A survey of embedding models of entities and relationships for knowledge graph completion

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-14T11:17:29.212058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac693ffc-942e-43af-b7be-6358302c654f · outbound

This paper cites Silhouettes: a graphical aid to the interpretation and validation of cluster analysis.

Unsupervised Construction of Knowledge Graphs From Text and Code Silhouettes: a graphical aid to the interpretation and validation of cluster analysis

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T11:17:29.216618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ba5b611-5094-4edd-b972-1597a0aaf947 · outbound

This paper cites Simple- owl: a generative lexicon ontology for nlp and the semantic web.

Unsupervised Construction of Knowledge Graphs From Text and Code Simple- owl: a generative lexicon ontology for nlp and the semantic web

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T11:17:29.353761Z

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

No inbound Pith citation observations are available.