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Paper Citation Record · LEDGER

Language Models for Adult Service Website Text Analysis

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.180597Z digest=sha256:8160e4fb88013f3f5e53a9046984ac6f62941d4e92e319c8c9106bc1abef366d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.223218Z digest=sha256:12b89102bcf6978a5a474151cf042f2b46e4aedf29261f5d34eb1b1ea0774db7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.245798Z digest=sha256:e3feb1591a906863c80e5edd42fb81289a3f5ed838c9801eda499d0b2fcbb04d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.259270Z digest=sha256:ad44d50d4704c31d4ed6c774de78af77dce9567a27989bc6853dd4f8a02bd5f6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.267687Z digest=sha256:f887230dcd01c7795f9f7de73b937429d164b17a68a0e6aea0a29ec14e85b7a3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.277689Z digest=sha256:39c24ac7eeab7036aecca83034baac25380d6754537c61d6969d04d6b6d28f98

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.285656Z digest=sha256:ba81349c74194ed81f6d713a423f957f50c23b00a716a707936b7451ec586162

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.293132Z digest=sha256:1f3750d7d624ef81df0269c5680d275a5802f9ee8506c01cf7bd27dec02952af

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.297839Z digest=sha256:7d4f81593381af602aba2aa7e6efbff78154cb636148891b617f28e9145ca0d3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.303943Z digest=sha256:113be296189c7187439459f707991f19e644aa23520352a4e0c488554aa2f3dc

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=sha256:5c08e947d0b27a0d2346a9535c0d3977527c2494b2ff531d9fd69d5b9ad991d8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.315244Z digest=sha256:59569c414004529f2642ada2ca2a5c79bdb74752a857cbbb4f863995b6831079

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=sha256:1565b5e315dd8500eee2523c3881f7a1d3171d4f6a474799c9f33eed064dbd66

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:a1e4d26a66f814dcd60211fb6ab37448d67b5c67f9fc04db0db813633317f750

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.354099Z digest=sha256:b739f44612cc0ba0be1cd4eabd486ffd51d9b3b6375afaac7178bf4010b7e229

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.379447Z digest=sha256:6983ada4b372da4d7b68e20fa54b78d7b5a65f7f3e904f2ec1c0f9c20e76943f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.390806Z digest=sha256:c3adace43fc79c2e91d031a7875c9ab607fb0bfb512d5886c34327dcb1373e93

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.397581Z digest=sha256:14395a1c08e0b28e427470f67b7d99e5894c29e7ed5c5a51bdff2fc92a9d16f2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:31:39.401790Z digest=sha256:6efcc155b043be9116be830d9f3d14878b4d58323841ec6650759f2d3ea63f0a

Pith citing papers

No inbound Pith citation observations are available.