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Paper Citation Record · LEDGER

Language Models for Adult Service Website Text Analysis

As of 15 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 2026-08-15T06:32:42.880941+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

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.180597Z digest=sha256:8b15b51c78addee18cc2fd906beab9a2d25b251f1f167ec20df1e90d389913a6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.223218Z digest=sha256:3a566ef4de3063420c934e2fa74c3033e1bae1e4c7c7dc64c64d55498fada6fa

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:aa7fa7ef40e742bc1662f32b74f50731e0ada9d4c210987cc9c94e638952cd08

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.245798Z digest=sha256:0325d4e7e9a586e80a04d683170a2a8f094013c3a6c1d94a97b62e718b025fe3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.259270Z digest=sha256:12691c1d11256a8716e87c085a4e8fe07c5a45ab9b78d1ec2396e095b0f0821e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.267687Z digest=sha256:9c1e2a9a463e978e80387adadff5060e0e65226b265fe54a52cf6782e93524ed

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.277689Z digest=sha256:9c67de022e4546ab11b04c5f1dc7f2c7d1624b2cd580ade2ac8487f04dba27a3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.285656Z digest=sha256:b6142402d9b3de921f06c708a536f740578882ec5826c5c48a3a1bfcf61927ad

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.293132Z digest=sha256:1a1a3c144b2bcedd5b8b8eedf79c00604a499ec8325b143d08f6cfed553a7727

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.297839Z digest=sha256:14ddefc0c174eb06339a0f417f56abc840cee5ce42fa4691b13219df8262c04d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.303943Z digest=sha256:51b9ebfe4a172c754f98349a821fb9e152bfe422d681dd3577fbb318836c25c9

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:bbaea57afe91a85627b9923d3871d6705074771effd53e0b90a7ee7cfa6c2458

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.315244Z digest=sha256:fc9e8e125bfbde239d9191df54d7f13c407c607f0381d078d06a3b0b7e612e15

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:db46e8569a51b39783dd8fa60b9fb77bd119a3522641b2cad8272441cf9f5efd

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:fedc6c87ca6006eb3066aea64bc8a7a767f298c0b66c765de3baa987e52eb8e2

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=sha256:3fdb14b0548a9bd5830b7a5d2458fe0671e74775aae5df1cc7e4b95824207bc6

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=sha256:8e019aa3cda33923960ba56b6279a837ab1c2712f383cc289b26e8796d34a070

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:f7b126e5e29aafd41fa265fb39f699803500e91dd5412d6cb75cea04d7463f8a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.354099Z digest=sha256:551c2ecd9d598993c17ee8fdcd21c2617cde0eabf13c8102d524503536920af5

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=sha256:7e1252e228b1f8acb838d5ffbf2694d59937b06bf1c0e8c605ca083f0d2d3328

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=sha256:35ddb2b04636d7ad760375ab3c483d50c3f968b30ae1824868cd79041fbb7994

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:fd9e2dc855f374914f12e1b465c8bfedb3f40afd96517105b3a9b5396f192e8c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.379447Z digest=sha256:cfb9bd1be63e09148e1eb046c01328760349edb0a0b6452c00644092457d7ccd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.390806Z digest=sha256:d0e82662822eceefcd5beb121a90de7b61e87c2488cc0ea77fd5fff4838a0052

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.397581Z digest=sha256:b9597459678a7e8d8e7b84732fa354d517085d00691228de1bdca055cb0f0479

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T17:31:39.401790Z digest=sha256:52084c01bf37a71d691da29a564421417d7f228b594296a0b008ce8d458d7220

Pith citing papers

No inbound Pith citation observations are available.