Paper Citation Record · LEDGER

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection

As of 16 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 1 inbound Pith citation observation for arXiv:2606.28002.

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

pith.paper-citation-record.v1
2606.28002 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T04:28:58.482098Z

measured 63 of 63 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T04:28:58.482098Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-01T16:55:50.948996Z

Reference resolution

62 of 62 outbound references displayed

verified exact2
verified fuzzy0
unresolved59
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ae0cd219-ed1f-4370-aa66-eb938b2718cc · outbound

This paper cites Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T16:55:50.950291Z

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.

Observation 66b39798-eed1-433b-b27c-067c1e82db73 · outbound

This paper cites model statements.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection model statements

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96720259-313a-446d-a0ed-414a58eb4ce8 · outbound

This paper cites an unresolved cited work.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce88111e-0f02-498c-ad70-88cd29e7141d · outbound

This paper cites um,” “uh,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection um,” “uh,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44aab262-78b5-4a7b-8a4b-664a82ebfbdc · outbound

This paper cites an unresolved cited work.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 9e65f4d2-f56c-4d8a-b352-3d290d47d7c1 · outbound

This paper cites Sentence-Transformer embeddings (all- MiniLM-L6-v2 [47]) are indexed in FAISS [48, 49] for fast se- mantic retrieval, enabling RAG [50] via LangChain [51].

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Sentence-Transformer embeddings (all- MiniLM-L6-v2 [47]) are indexed in FAISS [48, 49] for fast se- mantic retrieval, enabling RAG [50] via LangChain [51]

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 4d382263-96ed-4cac-ad6b-debc3a3b4888 · outbound

This paper cites an unresolved cited work.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63a431ba-965e-43f1-9b6a-80795b127172 · outbound

This paper cites This work presents a proof-of-function pipeline that unifies synthetic data genera- tion, speech processing, and fraud detection within a risk scor- ing architecture.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection This work presents a proof-of-function pipeline that unifies synthetic data genera- tion, speech processing, and fraud detection within a risk scor- ing architecture

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9189d0c0-16f4-47f9-8c68-6bf1d743ed5e · outbound

This paper cites Major new crackdown on insurance fraud,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Major new crackdown on insurance fraud,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7becba8-22d5-4473-a9b1-2f7585201b77 · outbound

This paper cites Ifb’s 2024 annual report has been published,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Ifb’s 2024 annual report has been published,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62489ecb-4750-47f2-8d6f-431938c5a287 · outbound

This paper cites Insur- ance topics — insurance fraud,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Insur- ance topics — insurance fraud,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5002ecb5-a42c-4715-824f-3dddcfcb6f3a · outbound

This paper cites In- surance fraud detection: Evidence from artificial intelligence and machine learning,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection In- surance fraud detection: Evidence from artificial intelligence and machine learning,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40e81e08-ef33-4ef6-9b0a-d95d7359646a · outbound

This paper cites Financial fraud detection based on machine learning: A systematic literature re- view,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Financial fraud detection based on machine learning: A systematic literature re- view,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fb15bd3-a04e-405d-b413-b641f778c0bc · outbound

This paper cites Detection of insurance fraud us- ing nlp and ml: A study on three different nlp-techniques for text classification,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Detection of insurance fraud us- ing nlp and ml: A study on three different nlp-techniques for text classification,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 17040375-0afa-4615-a123-1e16963b5ae0 · outbound

This paper cites Bert: Pre- training of deep bidirectional transformers for language under- standing,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Bert: Pre- training of deep bidirectional transformers for language under- standing,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 428c91e3-5bb7-4101-bd31-47d30bbe587b · outbound

This paper cites Gpt understands, too,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Gpt understands, too,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed27e4c4-deec-4705-815e-dd660061050c · outbound

This paper cites Xlnet: Generalized autoregressive pretraining for lan- guage understanding,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Xlnet: Generalized autoregressive pretraining for lan- guage understanding,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13ce5931-1e71-487b-b53e-c2cecd7e26a0 · outbound

This paper cites Classification of transcribed voice recordings: Deter- mining the claim type of recordings submitted by swedish insur- ance clients,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Classification of transcribed voice recordings: Deter- mining the claim type of recordings submitted by swedish insur- ance clients,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45c21481-ee87-4d89-a6ef-4bfb65cf372d · outbound

This paper cites Insurance claim fraud dataset,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Insurance claim fraud dataset,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 3fe8694b-4617-4910-ab11-36874e816919 · outbound

This paper cites 92k real-world call center scripts (en- glish),.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection 92k real-world call center scripts (en- glish),

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53e95ee0-69db-4802-b11f-250ecefa8815 · outbound

This paper cites You cannot hide your telephone lies: Providing a model statement as an aid to detect deception in insurance telephone calls,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection You cannot hide your telephone lies: Providing a model statement as an aid to detect deception in insurance telephone calls,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b059620a-4163-41fe-b6d9-b069a94b2fe4 · outbound

This paper cites Fraud de- tection in telephone conversations for financial services using lin- guistic features,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Fraud de- tection in telephone conversations for financial services using lin- guistic features,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0fffbc7-baeb-4a40-b438-91e41f5ca916 · outbound

This paper cites Practical guideline to efficiently detect insurance fraud in the era of machine learn- ing: A household insurance case,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Practical guideline to efficiently detect insurance fraud in the era of machine learn- ing: A household insurance case,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4204986-7fd3-4b6b-bba7-50183a014350 · outbound

This paper cites Design of a nlp-empowered finance fraud awareness model: the anti-fraud chatbot for fraud detection and fraud classification as an instance,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Design of a nlp-empowered finance fraud awareness model: the anti-fraud chatbot for fraud detection and fraud classification as an instance,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 76fcad84-8176-4eee-906e-93187aa90a68 · outbound

This paper cites Design of a nlp-empowered finance fraud awareness model: the anti-fraud chatbot for fraud detection and fraud classi- fication as an instance,.

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation d7979591-c281-4718-9542-dec29ce56752 · outbound

This paper cites En- hancing claims handling processes with insurance based language models,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection En- hancing claims handling processes with insurance based language models,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 720848ee-9e9d-4603-9e16-220387090fa1 · outbound

This paper cites Ai in insurance: Enhancing fraud detection and risk assessment,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Ai in insurance: Enhancing fraud detection and risk assessment,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 2b42a360-b0b2-4e83-8106-afcd3f332660 · outbound

This paper cites Ai in fraud detection: Leveraging machine learning to combat insurance fraud,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Ai in fraud detection: Leveraging machine learning to combat insurance fraud,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 6c779842-2391-4a55-bf20-c4d165bf2f98 · outbound

This paper cites Innovative applications of ai and machine learn- ing in fraud detection for insurance claims,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Innovative applications of ai and machine learn- ing in fraud detection for insurance claims,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation bea14d3c-f1a5-4468-ad2c-ee3253e01b71 · outbound

This paper cites Practical guideline to efficiently detect insurance fraud in the era of machine learning: A household insurance case,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Practical guideline to efficiently detect insurance fraud in the era of machine learning: A household insurance case,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation e8de4bec-1570-4608-9a87-db218a08b4bc · outbound

This paper cites Detecting fraud calls vis- `a-vis natural language processing,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Detecting fraud calls vis- `a-vis natural language processing,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation d701b82b-b274-4054-a7c9-38a424435dfc · outbound

This paper cites Detection of spam and fraudulent calls using natural language processing model,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Detection of spam and fraudulent calls using natural language processing model,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation 468f6df1-8267-4e1c-9014-830135ee17e1 · outbound

This paper cites Multimodal detection framework for financial fraud integrating llms and interpretable machine learning,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Multimodal detection framework for financial fraud integrating llms and interpretable machine learning,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation f0eac3ce-bdf9-4f7f-98d2-68a00f7e88e4 · outbound

This paper cites Fraud de- tection in healthcare claims using machine learning: A systematic review,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Fraud de- tection in healthcare claims using machine learning: A systematic review,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation 267c1f8a-4a6e-4491-bf98-1d2e251f4d9b · outbound

This paper cites Auto in- surance fraud detection with multimodal learning,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Auto in- surance fraud detection with multimodal learning,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 04b0e92f-2d42-44a4-91b8-3dbfbc6187bd · outbound

This paper cites AutoFraudNet: A Multimodal Network to Detect Fraud in the Auto Insurance Industry.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection AutoFraudNet: A Multimodal Network to Detect Fraud in the Auto Insurance Industry

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-01T16:55:50.947492Z

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Observation f0e69ded-ebe2-40ae-a7c3-255056917d1d · outbound

This paper cites How generative ai is transforming insurance claims: Inside swiss re’s claimsgenai,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection How generative ai is transforming insurance claims: Inside swiss re’s claimsgenai,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation 626b2137-7990-4180-b7f2-f4f52b38221a · outbound

This paper cites Enterprise fraud detection systems — custom ai solu- tions,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Enterprise fraud detection systems — custom ai solu- tions,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation e191390d-e6bb-439a-824f-9cda8ea8073b · outbound

This paper cites Fraud risk management — moody’s data & ana- lytics solutions,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Fraud risk management — moody’s data & ana- lytics solutions,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation 9dc4ea63-9de7-4950-a45f-385ab591d55e · outbound

This paper cites E-commerce fraud detection based on machine learning techniques: Systematic literature review,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection E-commerce fraud detection based on machine learning techniques: Systematic literature review,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Fraud detection with natural language processing,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 57b5f4a3-1079-4247-8035-45169f88de80 · outbound

This paper cites Insurance-claim-fraud-detection (github repository),.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Insurance-claim-fraud-detection (github repository),

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 64c13b03-643f-4aec-a214-0a8bec9baafe · outbound

This paper cites Insurance claims fraud detection model (github repository),.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Insurance claims fraud detection model (github repository),

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation d1478108-5de8-4106-9306-eaf5c0f8bfc3 · outbound

This paper cites Predictive analysis and fraud detection for insurance claims (github pages),.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Predictive analysis and fraud detection for insurance claims (github pages),

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 1f584560-3656-48a6-a03e-a1eae7bc7d85 · outbound

This paper cites Fraud detector (github repository),.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Fraud detector (github repository),

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation b370841c-1f4f-4541-8b97-e0e09ed9d38c · outbound

This paper cites A complete guide to natural lan- guage processing,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection A complete guide to natural lan- guage processing,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation 25828b07-a7cf-4571-a2a7-6a1aa67945bc · outbound

This paper cites Families and households,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Families and households,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation 0f7c4883-47b2-472e-86f0-f5274d5bc31b · outbound

This paper cites Transformers: State-of-the-art natural language processing,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Transformers: State-of-the-art natural language processing,

Reference 48

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Observation f7b32bc8-ca8d-42f5-b1b8-7b733816ed1c · outbound

This paper cites Language models are unsupervised multitask learn- ers,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Language models are unsupervised multitask learn- ers,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation 6706a140-1b1a-42a1-9925-c0043a6d60b0 · outbound

This paper cites Coqui tts/xtts: A deep learning toolkit for high-quality text-to-speech,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Coqui tts/xtts: A deep learning toolkit for high-quality text-to-speech,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation b8ea5c51-58d3-474d-b08a-9fedb9e9d281 · outbound

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Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-07-01T16:55:50.944908Z

Source-reported events for the cited work

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Observation a72fa724-b9e1-4521-a1d3-1e00f2da2425 · outbound

This paper cites gtts: Google text-to-speech python library,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection gtts: Google text-to-speech python library,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation ceed0401-de20-4399-8a57-1f3d9b7e779d · outbound

This paper cites Whisperx: Time-accurate speech transcription of long-form audio,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Whisperx: Time-accurate speech transcription of long-form audio,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

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Observation 012f274f-b2a3-4511-b3a7-ddcd30994b74 · outbound

This paper cites Jean-baptiste/roberta-large-ner-english,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Jean-baptiste/roberta-large-ner-english,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-29T04:28:58.482098Z

Source-reported events for the cited work

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Observation 18807603-3e87-488c-9d07-4625fdb3053f · outbound

This paper cites all-minilm-l6-v2,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection all-minilm-l6-v2,

Reference 55

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Observation d37d29e5-6d02-453e-be4f-b6481c0dccaa · outbound

This paper cites The faiss library,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection The faiss library,

Reference 56

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Observation b3e3ff41-39b6-48bc-be1f-24cf344db608 · outbound

This paper cites Billion-scale similarity search with GPUs,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Billion-scale similarity search with GPUs,

Reference 57

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Observation dde62638-f65e-4761-bdf4-4acc3a70e6aa · outbound

This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Retrieval- augmented generation for knowledge-intensive nlp tasks,

Reference 58

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Observation 6679b6e2-a691-4bbe-a677-4eeee55a8240 · outbound

This paper cites Langchain,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Langchain,

Reference 59

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Observation 521fdc15-53ee-436c-91bf-bf13274a1a30 · outbound

This paper cites Resemblyzer: V oice em- beddings for speaker similarity,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Resemblyzer: V oice em- beddings for speaker similarity,

Reference 60

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Observation 9f7c25bf-f24b-485c-94b2-66cfc40be625 · outbound

This paper cites Scikit-learn: Machine learning in Python,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Scikit-learn: Machine learning in Python,

Reference 61

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Observation 28996370-2917-485c-9654-2246e99ab958 · outbound

This paper cites Common voice,.

Dialogue to Detection: A Multimodal Hybrid NLP Pipeline for Insurance Fraud Detection Common voice,

Reference 62

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Pith citing papers

Observation ae0cd219-ed1f-4370-aa66-eb938b2718cc · inbound