Paper Citation Record · LEDGER

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model

As of 20 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2507.09925.

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

pith.paper-citation-record.v1
2507.09925 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:49:05.575820Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

45 of 45 outbound references displayed

verified exact9
verified fuzzy1
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d44b8ef4-0682-431d-ad4b-a896b960ff6e · outbound

This paper cites URL: " 'urlintro :=.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:02.670337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c360a1a7-6c6c-4a3e-b81b-460d64a9c1cc · outbound

This paper cites write newline.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:02.733051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9a6a7b9-d45b-42fc-8729-054fdf9309d8 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 3

Resolution: verified exact; doi, observed 2026-08-06T17:49:07.252169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b74c6b61-ce58-479c-91b8-900e9892312f · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:11.640777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4ebdc363-6814-4208-b87f-7eae915ea41b · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 5

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T17:49:08.224481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef2e9087-7a02-4e05-967e-91c0ddad628b · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:11.332225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dd02ad10-b918-47c3-8ca6-a9ae766994db · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:11.048099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 50eb7dbf-f19a-42ac-a291-3d28e75b7219 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 8

Resolution: verified exact; doi, observed 2026-08-06T17:49:06.980580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8be55c75-ed93-4a58-b8f5-a8bfeebd1963 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.895678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 040c2cdb-e825-4126-b06b-606c63161f42 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.686141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0d158a94-2b7d-4335-999d-39957b717f18 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-06T17:49:06.791432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 660795fe-8cc5-46e9-8d50-26dfcbbaab6d · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.602439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dd7e6e84-4811-4c3a-ae65-b80adc302c71 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 13

Resolution: verified exact; doi, observed 2026-08-06T17:49:06.597982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0429f917-8262-49c1-930d-254a37304660 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.509712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b36ac5f3-d7eb-46a7-8c26-6bac3a80ead4 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.404745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6b69d60f-d13e-45fc-9db4-eeb95b0b708a · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.327249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e1b4553e-8cdf-4857-a21b-cd1625c53ad6 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.228285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fa8286ea-2ec7-4c67-9e52-338f17e3db5a · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.139477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e1fcac1d-27ef-4ce8-9c87-c5ed4459e4a2 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:10.001870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a8871604-7396-4c3c-8ae0-208d1d853bde · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Gaussian Error Linear Units (GELUs)

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:03.867827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5e0b9f4-0355-4907-96f2-f4b7916a47bb · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.902821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 868a4785-a41d-4cb5-aae1-84b72ca81891 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.759467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f078a8dd-1d93-4e92-a9bc-c05af28551ab · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-06T17:49:06.353627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation af28f47e-eed1-4ebd-af91-fb53e2ded548 · outbound

This paper cites ASPER: Attention-based Approach to Extract Syntactic Patterns denoting Semantic Relations in Sentential Context.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model ASPER: Attention-based Approach to Extract Syntactic Patterns denoting Semantic Relations in Sentential Context

Reference 24

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T17:49:07.931033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 42cede24-b59b-433b-a385-f50b5ebc8b49 · outbound

This paper cites Khoo, Jaklin Kornfilt, R.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Khoo, Jaklin Kornfilt, R

Reference 25

Resolution: verified exact; doi, observed 2026-08-06T17:49:06.089217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 85776ba7-dc3c-485c-a95f-6eff3860cfe2 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 26

Resolution: verified exact; doi, observed 2026-08-06T17:49:05.835127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c0e9ddcd-e7be-40ac-a7dd-b75775e9cb64 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.659935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 05bad0b0-7c37-43dc-85fd-f4d34bd03742 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.563675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c2262518-bded-4d08-9d6f-56f4cfa80fa5 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.428832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b4c25c3d-4248-4724-886d-6fb180552f0f · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.322718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ec5f01a0-2e99-4112-be6e-8ee974d86c7f · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:04.544419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4707bf80-d894-4352-b6f6-88ff4c81741f · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.206287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4fc50b7d-4ad9-40dd-936d-ddff3a7582d3 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.129860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 82d073d1-48fc-409a-a44d-2ff81293629b · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:09.032496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c8e00b9a-c1bd-4925-941e-46749da8cb61 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:04.757600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 413161a8-2346-480d-b270-71a6874f0b05 · outbound

This paper cites Do Syntax Trees Help Pre-trained Transformers Extract Information?.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Do Syntax Trees Help Pre-trained Transformers Extract Information?

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:49:07.740881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7abafb2c-72d0-422e-8b32-edf9aa23bc5a · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:04.871789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d9f7061-b9e0-4ed8-8e04-8a10bec9b207 · outbound

This paper cites Vettigli, and Francesco Mele.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Vettigli, and Francesco Mele

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:49:08.907237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ec695214-02a5-48a9-89d6-cba47e0817c0 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:08.771288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f77ec918-930d-44b1-ae4c-fd8d9efc367b · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model LLaMA: Open and Efficient Foundation Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:05.057215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f733913-c80b-43c6-92a7-3e6f17ad1cf8 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:05.113613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1483f06b-6a15-4751-9c1a-57474a1f56d6 · outbound

This paper cites Graph Attention Networks.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Graph Attention Networks

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:05.200882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 788252c3-d270-4ab2-903e-42acba3c352e · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 43

Resolution: verified exact; raw_fallback, observed 2026-08-06T17:49:07.512535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9ad8e661-1609-4edb-996a-592c822d9f14 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:08.658110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3e13c23b-2da1-4117-8953-4297a26f3bf9 · outbound

This paper cites an unresolved cited work.

Extracting Cause-Effect Pairs from a Sentence with a Dependency-Aware Transformer Model Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:49:08.466261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.