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Paper Citation Record · LEDGER

A framework for anomaly detection using language modeling, and its applications to finance

As of 17 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:1908.09156.

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

pith.paper-citation-record.v1
1908.09156 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:21:52.910438Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

25 of 25 outbound references displayed

  • verified exact1
  • verified fuzzy2
  • unresolved21
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2b646a82-4470-48b5-86d1-26bab42f10f8 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.183116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.821385Z digest=sha256:cf10699972761dcbef900b5bb8fb8c58c4461a1e308e8ebc5ff7f9e3057ce5c1

Observation 593b023f-456b-4c43-96ea-2bb9256b691c · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.173252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.825863Z digest=sha256:4afe94a93afefb6659b68c1244c7e76fa184ee1903bd215c432cf6c8796d2b9f

Observation 4fe5c125-7436-4fb1-bdff-3aaf9931770b · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

A framework for anomaly detection using language modeling, and its applications to finance BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-14T11:21:52.830071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:21:52.830071Z digest=sha256:80f2ec70e3f96ef7151b4ea678241f11c598735db53a258c86a4b4111d74aead

Observation 939a0a2d-fbbb-4757-a196-105c87037ab5 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.162440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.833959Z digest=sha256:7ba057c3bea9f02abfb6a890f055134703716536e561d40e2af961f407f6b793

Observation 681d8f33-ffc9-48ba-9ddd-010a8847dc31 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.151608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.837857Z digest=sha256:d4beb6298b2200da160773e9b16e0bbbe86afb4f9e6eee02f0db52fbd17347a3

Observation edb0ce85-86a0-4424-8951-bb92d1df743d · outbound

This paper cites Universal Language Model Fine-tuning for Text Classification.

A framework for anomaly detection using language modeling, and its applications to finance Universal Language Model Fine-tuning for Text Classification

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-14T11:21:52.841529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:21:52.841529Z digest=sha256:44b96241f9ee9cd391301b49bfd7d65b9c0c6bfea9fc80d7c50de56e72429e56

Observation bd2cd245-393b-44e3-8ee2-33448730bb16 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.141612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.846822Z digest=sha256:e4b2b2cb8744e6877c19c6a125e39b52f9907dee6e2e5c0b909873b0314ca5e9

Observation cd64a4a0-f87f-4a35-8bb2-18c767039668 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.129997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.850099Z digest=sha256:ae54142c27e0f73b906f8a7ca9b481943ae56306e8389a0fa465fa8bf7df25f6

Observation e933e6c7-978a-430f-976e-e913bebec25d · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.119348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.853396Z digest=sha256:38dc0d84ff3664b067bb036b644f737685b018a562b41f3482d417f041375037

Observation 81cd45b5-b48b-4c60-8443-3b5d7936c1c9 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T11:21:52.856872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:21:52.856872Z digest=sha256:292de754e52f5112330c5fad5cd96a0673936b8f9b33df556ef7b3c3031a94d6

Observation 372d7fb2-75e8-4c43-89c0-8b12a327beef · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-14T11:21:52.863973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:21:52.863973Z digest=sha256:a0968bdcd27924213e85ce94f71c8880ff771f22f5db8c5f36c0e5b8d7eba247

Observation a33e9414-b0b1-4bfc-b36f-9be485d2229a · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.085200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.867491Z digest=sha256:d9ff0d679ecf11ad33716c91369b21491073ec686b9659d0e423838abbebb69c

Observation bc62554e-bcce-417d-bf34-719da4a28de2 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.075285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.870822Z digest=sha256:77fe2feecb73d0e615d2cc08144c2fbf505586c1ce333a835cfde9fea3286d8e

Observation ddfd325d-8605-4270-b17a-f99eab0752a2 · outbound

This paper cites Deep contextualized word representations.

A framework for anomaly detection using language modeling, and its applications to finance Deep contextualized word representations

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-14T11:21:52.874203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:21:52.874203Z digest=sha256:5c0f9725edf917d2c65ff57440972445c1f8343791b501d1064613b8490da228

Observation 9b181a3f-885d-4344-868a-4d6da11dedad · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-14T11:21:52.878345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:21:52.878345Z digest=sha256:955019dc63b31e9aa4d194ba8d4e9eed141d3a1f925a0492d3bc3215bab1722b

Observation 928b6071-9056-42b9-a467-7ef27477efb7 · outbound

This paper cites Chaudhuri.

A framework for anomaly detection using language modeling, and its applications to finance Chaudhuri

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:21:53.064815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.881598Z digest=sha256:274b41dd1c42824c1852caafd464c6fbc3efb8b7a4c02f9be754a720aac05fc4

Observation 59cef40c-5960-4290-918f-862e832972c2 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.053923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.884753Z digest=sha256:55b00aae9ad90d2684d64f6c3b2141aafab1b5eef0a6525b9878688b8fb8a933

Observation 8bfe827f-3202-42cb-9dd4-8a2efc204548 · outbound

This paper cites From Frequency to Meaning: Vector Space Models of Semantics.

A framework for anomaly detection using language modeling, and its applications to finance From Frequency to Meaning: Vector Space Models of Semantics

Reference 18

Resolution
metadata mismatch
local_arxiv, observed 2026-08-14T11:21:52.972060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.888270Z digest=sha256:353289c02749505f4968e51b63bb752a82c375f841cf827026832082ce624761

Observation 2f738cb9-5e14-48a3-b7f4-7549b39a416f · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.043572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.891807Z digest=sha256:e56e4f3f1fc336415c7df50359d3ab4aebbb91fef445485436c367a576946974

Observation 612408d9-48e5-4794-b25e-55a1c13732a8 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.033431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.895941Z digest=sha256:4b1e8d888e5464d75c0f45b9ff7df75e8c49a52fc10dc20d6b26706fccc63341

Observation 44cfa540-7c6e-4b77-81ea-fa3d8d743b10 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.022781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.899165Z digest=sha256:b02270728245924d528413881d424362edcd01a4fa924461be2e9e140427dd9c

Observation ceec0079-1c24-492f-98e9-66d53870db74 · outbound

This paper cites Factors Influencing the Surprising Instability of Word Embeddings.

A framework for anomaly detection using language modeling, and its applications to finance Factors Influencing the Surprising Instability of Word Embeddings

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-14T11:21:52.902794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T11:21:52.902794Z digest=sha256:29070f639059e207b2e902f39a3b1457cbc5e64f727f61af33ff1b93e7a7a000

Observation ee0a3c85-8ebc-4795-bba9-74ccda3f99a8 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 23

Resolution
verified exact
doi, observed 2026-08-14T11:21:52.940889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.906142Z digest=sha256:6c3f91cc98b033ce4c51054da0f74ee574fa421ec0462dd28f6320f9c603c723

Observation 954d69c4-c4d2-438e-a46a-21a7f6aa41d3 · outbound

This paper cites an unresolved cited work.

A framework for anomaly detection using language modeling, and its applications to finance Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-14T11:21:53.011497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.910438Z digest=sha256:082cec8ad249b32fcb939a241292431635e1b2bf13fafbeb9027c012824e2a1e

Observation 6b8a976c-f36a-4760-89c8-6769cff9738c · outbound

This paper cites In Proceedings of the 24th ACM International Conference on Information and Knowledge Management, CIKM 2015, Melbourne, VIC, Australia, October 19 - 23, 2015.

A framework for anomaly detection using language modeling, and its applications to finance In Proceedings of the 24th ACM International Conference on Information and Knowledge Management, CIKM 2015, Melbourne, VIC, Australia, October 19 - 23, 2015

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:21:53.102247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-14T11:21:52.860375Z digest=sha256:8778715f56b72051824738d0c434fbf6ac8fd3b5a6244b1d5335b13a9ffb65cb

Pith citing papers

No inbound Pith citation observations are available.