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Paper Citation Record · LEDGER

Language Models for Adult Service Website Text Analysis

As of 8 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2507.10743.

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

pith.paper-citation-record.v1
2507.10743 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:31:39.401790Z

measured 26 of 26 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

26 of 26 outbound references displayed

  • verified exact2
  • verified fuzzy4
  • unresolved19
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d54e2450-cda2-43f5-991e-ba507a73529c · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:40.071076Z

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.

source=pdf_text observed=2026-08-06T17:31:39.180597Z digest=sha256:a0c3ed5dc4da9377c91035f289739538801cb91786dbe677a60ac31193b08c9f

Observation 8d12f0c0-ff89-4dd1-8e82-2e6aceb7159a · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:40.038950Z

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.

source=pdf_text observed=2026-08-06T17:31:39.223218Z digest=sha256:c0685cb31476855e58a613bce3d43e1638e74ea29aff3dae568b42c6a4da6dfc

Observation beae1a6c-5484-4763-a455-a544a35fdbec · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.235243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.235243Z digest=sha256:53e6f38faebed261d29e3cfd961794265d702875a51c144f455973786460cf2c

Observation 349ba9ab-9c12-4b47-9f36-ffcbc55c91bd · outbound

This paper cites Vajiac, M.-C.

Language Models for Adult Service Website Text Analysis Vajiac, M.-C

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:31:40.014596Z

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.

source=pdf_text observed=2026-08-06T17:31:39.245798Z digest=sha256:c7cd3aa9def0bdd8fafc5378b9f26f2a8d71b0abdd53fb9e55c51806eb9c8c43

Observation 30a2e967-25a2-4ac2-bce3-8f1364cf5c18 · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:39.988388Z

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.

source=pdf_text observed=2026-08-06T17:31:39.259270Z digest=sha256:96c9b68d3fac71201b045da91d1b7d5357095b4145b6eef65cc6de9ea385ddea

Observation 2fa13627-31c3-434d-b5c3-9ff915d63272 · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:39.964179Z

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.

source=pdf_text observed=2026-08-06T17:31:39.267687Z digest=sha256:7e9f44ba5d986ad76c9adc82f0161265f9de92f950317d40b8b4465c93ef0f5d

Observation 0deae358-df17-4321-8366-4188828f0235 · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:39.942708Z

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.

source=pdf_text observed=2026-08-06T17:31:39.277689Z digest=sha256:cd9cd2fd3ea5780e29e2295f94966679b6072fb6bef4a460d6becbb619618d22

Observation 3889e8fa-652d-4721-b1cc-2cdb8af79969 · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:39.923379Z

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.

source=pdf_text observed=2026-08-06T17:31:39.285656Z digest=sha256:5c6fc48adfc19d7c7aa88abb0dfa17cd5066511bfdd16798f8fb8eb4f044d2e1

Observation 7e9a0f71-3cc2-4324-bf4d-e5c72a33f99e · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:39.904990Z

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.

source=pdf_text observed=2026-08-06T17:31:39.293132Z digest=sha256:df486b40738e077ea000e98f0654caab6bdb1f5455b0077a3271779d1004b992

Observation b4f598ad-65a1-4894-b8fe-be1db93de91c · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:39.888675Z

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.

source=pdf_text observed=2026-08-06T17:31:39.297839Z digest=sha256:813ac8172077b8fd2822b8ce9f1523199a7e050ebe94be628ed26891c20c8859

Observation 29024554-e021-42f7-a6b9-99fb1ac0348b · outbound

This paper cites IDTraffickers: An Authorship Attribution Dataset to link and connect Potential Human-Trafficking Operations on Text Escort Advertisements.

Language Models for Adult Service Website Text Analysis IDTraffickers: An Authorship Attribution Dataset to link and connect Potential Human-Trafficking Operations on Text Escort Advertisements

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:31:39.766120Z

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.

source=pdf_text observed=2026-08-06T17:31:39.303943Z digest=sha256:71d3e5422c4c6131aad388d97bf55353eba15d4195f64576f1480e2560b11140

Observation 76fb7864-8e56-4316-be8b-21bb2119fd5b · outbound

This paper cites DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations.

Language Models for Adult Service Website Text Analysis DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.309172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.309172Z digest=sha256:701e8120a61a338cfcbc8cbe33dbcdb9163c95270bfa7da79ddea7283176ddb3

Observation 6933b8ca-932a-42a3-99db-c7113c5e8c56 · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:39.873168Z

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.

source=pdf_text observed=2026-08-06T17:31:39.315244Z digest=sha256:8ed5523b078437979d8a989ca8f065328fb4dea68da304bd89231813fbee83b3

Observation 269e5951-0883-440d-9849-630aeb9f224a · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 14

Resolution
malformed identifier
no resolver link, observed 2026-08-06T17:31:39.320718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.320718Z digest=sha256:6e2427266969ae0a648bdd4105998ea5180fb4ee17d611fdc814c65d54531f1d

Observation 356ac403-b9f9-4baa-a10f-d0f39d03d1ac · outbound

This paper cites Vaswani, N.

Language Models for Adult Service Website Text Analysis Vaswani, N

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.327453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.327453Z digest=sha256:f5d205290527775c7025a63534b934b2df9649ed44d694c0e1674b7baf0e18de

Observation ca08d942-190d-49c6-8134-dad4c7eca5c8 · outbound

This paper cites Devlin, M.-W.

Language Models for Adult Service Website Text Analysis Devlin, M.-W

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.335523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.335523Z digest=sha256:07980cbdc8d0fdcaecaddb2b5fcbe3d81d31365d34805449d373d2a42fb19fc7

Observation 1d0fe2f2-8555-47ae-9c65-718a23f57a44 · outbound

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

Language Models for Adult Service Website Text Analysis RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.342129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.342129Z digest=sha256:cc8478b31118c84f92f3473eecc81dd24d6b6ee492c21ab35cad17c3169e8b60

Observation 209ecb20-3647-46cf-bdd3-c0169567c671 · outbound

This paper cites Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference.

Language Models for Adult Service Website Text Analysis Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.348306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.348306Z digest=sha256:fe45c1a0983e7557cab4bdc45420ff009668b0f128d6d01a8d525e52b2b23508

Observation 9f6231f1-3d70-4668-9e82-e1f0f71eb702 · outbound

This paper cites Spärck Jones, A statistical interpretation of term specificity and its application in retrieval, Journal of Documentation 28 (1972) 11–21.

Language Models for Adult Service Website Text Analysis Spärck Jones, A statistical interpretation of term specificity and its application in retrieval, Journal of Documentation 28 (1972) 11–21

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:31:39.845655Z

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.

source=pdf_text observed=2026-08-06T17:31:39.354099Z digest=sha256:b7c7527347d80c2941b1e99a0458b1d76008f58d56bc6f6e0da07c73f2da0d52

Observation c4ffcaa8-94df-4664-b0df-c945a1c74a9d · outbound

This paper cites Pedregosa, G.

Language Models for Adult Service Website Text Analysis Pedregosa, G

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.359787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.359787Z digest=sha256:52822044aa8a0a8821bf56c759a5695bc6bbaa647793b1eb0e682ffd8fc8c56f

Observation bfc94ce8-c45b-4e92-97df-fad197561054 · outbound

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

Language Models for Adult Service Website Text Analysis Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.365403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.365403Z digest=sha256:d3943cc46a4c8c681df0efc053dbcbd943e5e2af6143e15c48cc40351a9ae082

Observation 11ad46aa-1344-4609-ad95-df85dc80527e · outbound

This paper cites A Study of BFLOAT16 for Deep Learning Training.

Language Models for Adult Service Website Text Analysis A Study of BFLOAT16 for Deep Learning Training

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T17:31:39.373404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:31:39.373404Z digest=sha256:fb07091b599789eef5e6d1970c2b43df00dcddcd98ec237dda4ee06e49729b33

Observation 86225f54-9b5f-442c-a19b-77fa254a6d5d · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 23

Resolution
verified exact
raw_fallback, observed 2026-08-06T17:31:39.629724Z

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.

source=pdf_text observed=2026-08-06T17:31:39.379447Z digest=sha256:b5248732c19c6001c5f6d29b12438176f3b2b13386c3154946c9543607cb5fe5

Observation b3d150f6-02d9-4da7-95e4-96aff26c2432 · outbound

This paper cites McInnes, J.

Language Models for Adult Service Website Text Analysis McInnes, J

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:31:39.817847Z

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.

source=pdf_text observed=2026-08-06T17:31:39.390806Z digest=sha256:bf6677784940b7201bf8204e35e64bf683642c1b4ad601a26d30c9106046bdbb

Observation e5c2f10f-d67f-44b9-bc68-3cd71f6aa8ff · outbound

This paper cites an unresolved cited work.

Language Models for Adult Service Website Text Analysis Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:31:39.801195Z

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.

source=pdf_text observed=2026-08-06T17:31:39.397581Z digest=sha256:6d4e309ba1e2da3f9e0fdd280e14405cf73664aa88fcf4d4e2eb0df072daa49b

Observation 1b94c381-0bb6-49fe-95f1-d1aecb1549d6 · outbound

This paper cites URL:https://www.darkowl.com/blog- content/the-dark-side-of-emojis-exploring-emoji-use-in- illicit-and-underground-activities/, accessed: 2025-03-26.

Language Models for Adult Service Website Text Analysis URL:https://www.darkowl.com/blog- content/the-dark-side-of-emojis-exploring-emoji-use-in- illicit-and-underground-activities/, accessed: 2025-03-26

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:31:39.782966Z

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.

source=pdf_text observed=2026-08-06T17:31:39.401790Z digest=sha256:8246c96468c4352c331ceee12202aa86ae599e63a2ae0493af879d318c9e1dae

Pith citing papers

No inbound Pith citation observations are available.