Paper Citation Record · LEDGER

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings

As of 20 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2508.19836.

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

pith.paper-citation-record.v1
2508.19836 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:28:32.391512Z

measured 36 of 36 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

36 of 36 outbound references displayed

verified exact1
verified fuzzy6
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4f591d3e-7115-4c21-b169-ee7deb3a3d1c · outbound

This paper cites (Routledge, New Y ork), 2 edition, (2013).

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings (Routledge, New Y ork), 2 edition, (2013)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:28:39.243917Z

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 36558b91-ad28-4fe2-843b-f26049f4079c · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:39.046345Z

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 806a0539-1d9b-4380-b469-9d8e94667d6e · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:38.782678Z

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 6d30f4b0-2898-4c91-8901-a57207f08fa9 · outbound

This paper cites Examination of the t-SNE plot of responses in a Table 4.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Examination of the t-SNE plot of responses in a Table 4

Reference 4

Resolution: verified exact; doi, observed 2026-08-05T15:28:39.399293Z

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 b149dfbe-699e-466b-8830-51edf9f748ed · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:38.584095Z

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 4a88fae1-4a19-4541-8c58-21fae1d82165 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:38.483030Z

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 c7a2f303-f303-4128-a8f7-08bc7131ac94 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:38.324057Z

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 e9b7fa2f-e454-45a3-ae10-0f1961bf929b · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:38.092926Z

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 3952e408-b440-4de8-b68d-736103a8d008 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:37.873201Z

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 3a05df17-c0a5-41b7-bede-a0cb6ea03829 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:37.627949Z

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 1e421e4d-3cab-438c-9e37-703e698f9a1b · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:37.404591Z

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 4dfb85c0-db67-4649-bf05-b766efd1d714 · outbound

This paper cites Preserving Privacy in Large Language Models: A Survey on Current Threats and Solutions.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Preserving Privacy in Large Language Models: A Survey on Current Threats and Solutions

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T15:28:29.451487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afee5d31-7f93-4b75-82b0-6ce9f6c2e78e · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:37.217108Z

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 817c3a2e-a454-4742-bb80-60e417b7e876 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:36.953937Z

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 061de222-bd90-46ca-afa8-5b0c940b9172 · outbound

This paper cites I Guyon, et al.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings I Guyon, et al

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:28:36.677142Z

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 8e408d07-980e-4bce-9aa6-e9f22575c733 · outbound

This paper cites What Happens To BERT Embeddings During Fine-tuning?.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings What Happens To BERT Embeddings During Fine-tuning?

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T15:28:29.884783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab777de6-fad8-4b82-893a-c00b085ff047 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:36.446063Z

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 0ea90b9b-3291-4c7d-97d3-bb0718c9c60f · outbound

This paper cites (Association for Computational Linguistics), pp.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings (Association for Computational Linguistics), pp

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:28:36.251642Z

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 e0c8544a-44a8-4530-b743-214783d0ab00 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:36.036043Z

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 29910823-cd98-4228-b352-e9f44e7c1c78 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:35.767666Z

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 b0947c4c-6f64-4c8c-9b20-a76d7104f21d · outbound

This paper cites 3 edition, (2025) Online draft, accessed May 19, 2025.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings 3 edition, (2025) Online draft, accessed May 19, 2025

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:28:35.503667Z

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 0d110465-c960-464b-b2a0-9f2ebce94068 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:35.265127Z

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 e8c81217-92af-49c3-afe1-2ceab4b2ba59 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:35.015236Z

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 3c5030ca-3977-45fd-ad82-46f46be777a3 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:34.757897Z

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 c9f47605-c46f-4d94-b871-7f8337075a53 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:34.546189Z

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 a14d6631-3f05-4c82-89d5-3210ce0b6c76 · outbound

This paper cites jina-embeddings-v3: Multilingual Embeddings With Task LoRA.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings jina-embeddings-v3: Multilingual Embeddings With Task LoRA

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T15:28:31.111290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4243a585-5e32-4946-a53d-d4cf47197912 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:34.230103Z

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 0e92426e-e833-4ff9-8e91-6992e73f116a · outbound

This paper cites AnglE-optimized Text Embeddings.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings AnglE-optimized Text Embeddings

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T15:28:31.363245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25cc9f4a-9fed-4c41-b267-6cf22f54b242 · outbound

This paper cites Multilingual E5 Text Embeddings: A Technical Report.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Multilingual E5 Text Embeddings: A Technical Report

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T15:28:31.477492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eded2aa5-a21c-4345-8589-19024bc215b0 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:34.010073Z

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 3b16d89f-94fd-478a-83da-699e0c8d4a33 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:33.816529Z

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 98930508-45c0-47f1-ad5a-164066a0b897 · outbound

This paper cites Biometrics 33, 159–174 (1977).

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Biometrics 33, 159–174 (1977)

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:28:33.553453Z

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 3c2ff363-8a3d-4b9d-92ea-71f1eddf9dcf · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:33.207622Z

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 dbf1d05f-08da-474e-b482-a3d890cda26e · outbound

This paper cites Recent advances in text embedding: A Comprehensive Review of Top-Performing Methods on the MTEB Benchmark.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Recent advances in text embedding: A Comprehensive Review of Top-Performing Methods on the MTEB Benchmark

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T15:28:32.148905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c03a033-5d8b-4200-a766-e3b4d6daef12 · outbound

This paper cites (Association for Computational Linguistics), pp.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings (Association for Computational Linguistics), pp

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:28:32.894263Z

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 fcabb28d-803d-4d22-b871-e2cb2e053f85 · outbound

This paper cites an unresolved cited work.

A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:28:32.678486Z

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.