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Paper Citation Record · LEDGER

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory

As of 10 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2607.11707.

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

pith.paper-citation-record.v1
2607.11707 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T06:52:58.715809Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved44
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 134de861-e48d-46db-bbbd-5d47446f9c64 · outbound

This paper cites Moral panic: Its origins in resistance, ressentiment and the translation of fantasy into reality.The British Journal of Criminology, 49(1):4–16, 11 2008.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Moral panic: Its origins in resistance, ressentiment and the translation of fantasy into reality.The British Journal of Criminology, 49(1):4–16, 11 2008

Reference 1

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source=pdf_text observed=2026-08-02T06:52:53.883295Z digest=sha256:ac4517a11900d706925b020ad43fd6ff51bc3f726e5137c61e43d9c30aaa74a1

Observation 393220a0-288b-402e-8140-5c59200a4821 · outbound

This paper cites Jagatic, Nathaniel A.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Jagatic, Nathaniel A

Reference 2

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source=pdf_text observed=2026-08-02T06:52:53.984638Z digest=sha256:0a4057717d0fb5c96a621985ac3fa71c52579d321a2d9e1b6ad071097730f361

Observation b4de5926-2ca2-4e23-b9cf-329492961671 · outbound

This paper cites Internet crime report.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Internet crime report

Reference 3

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source=pdf_text observed=2026-08-02T06:52:54.038142Z digest=sha256:69601c11e12aa2484fdd0504e0826018f446bcc633c149ab382daad63380024d

Observation 9322185c-0d74-4094-b1f9-23dcfbaf7af2 · outbound

This paper cites Large language models can be used to effectively scale spear phishing campaigns.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Large language models can be used to effectively scale spear phishing campaigns

Reference 4

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source=pdf_text observed=2026-08-02T06:52:54.214157Z digest=sha256:68c0afb85b8a751e0459839fa055631080f86955c8c1a680b4cc2d1df45daa41

Observation cd0bbf4b-3e90-43b6-9794-171ee0c26c49 · outbound

This paper cites an unresolved cited work.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Unresolved cited work

Reference 5

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source=pdf_text observed=2026-08-02T06:52:54.354088Z digest=sha256:ced0b0bfd9c67f0b9bc5e0abb721db0dd765769e92c3a8df4dab422095199c47

Observation d1aa45b9-b09a-493c-ae51-c4e63e26cbaa · outbound

This paper cites Ai-generated phishing: The top enterprise threat of 2026, December.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Ai-generated phishing: The top enterprise threat of 2026, December

Reference 6

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source=pdf_text observed=2026-08-02T06:52:54.532879Z digest=sha256:227f127c1ba1d28ee4b735836183576a9d5e774ece5a66899336392d10ab090c

Observation cb7a82bd-a012-447d-9e06-5badee5b3f04 · outbound

This paper cites Cohen, Roopa Foulger, Jonathan A.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Cohen, Roopa Foulger, Jonathan A

Reference 7

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source=pdf_text observed=2026-08-02T06:52:54.693776Z digest=sha256:6612d6f856725d327201fa833f2270357d4bb63a42a433f8807c08c28e565db8

Observation 10edc6fe-3f77-4740-9431-9182978ff920 · outbound

This paper cites The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory The Anatomy of Conversational Scams: A Topic-Based Red Teaming Analysis of Multi-Turn Interactions in LLMs

Reference 8

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source=pdf_text observed=2026-08-02T06:52:54.850826Z digest=sha256:3cd111e218f06dcd5187d013ca756c2f6f445583d267e98c8f964321f9da8d1d

Observation b178cbc7-8c38-4c5a-aedd-f44d441d19e6 · outbound

This paper cites An Explorative Study of Pig Butchering Scams.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory An Explorative Study of Pig Butchering Scams

Reference 9

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source=pdf_text observed=2026-08-02T06:52:54.936714Z digest=sha256:a97802fef0a829778a45225da4e6022729e34d1e9a41afcb9c8de1be95accb8b

Observation e99c58fc-e480-4f88-b646-69e69c82fdc5 · outbound

This paper cites Love, Lies, and Language Models: Investigating AI's Role in Romance-Baiting Scams.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Love, Lies, and Language Models: Investigating AI's Role in Romance-Baiting Scams

Reference 10

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source=pdf_text observed=2026-08-02T06:52:55.045510Z digest=sha256:b469dacebdb956db65ac77012fa6f42cffc9ca141cc9a6e8c6d1941ae64a7085

Observation 70fcdc36-1ff1-4c02-a643-d4e351afe066 · outbound

This paper cites Lovextortion: Persuasion strategies in romance cybercrime.Discourse, Context & Media, 35:100398, 2020.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Lovextortion: Persuasion strategies in romance cybercrime.Discourse, Context & Media, 35:100398, 2020

Reference 11

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source=pdf_text observed=2026-08-02T06:52:55.154640Z digest=sha256:a592b525c05c05b5529fdd5289d9198aa94e2c962bbb510cced1c3d959179219

Observation 93e5d42d-de8c-46d3-9076-2990d00aa911 · outbound

This paper cites an unresolved cited work.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-02T06:52:55.253698Z digest=sha256:166d5e5361c346dd0ecc30a78e72cf1a7e7171e521598bf9a47332ad822bde7c

Observation 3ed7de8d-6868-42df-83f8-19a942091739 · outbound

This paper cites Ai-driven fraud as an emerging cyber risk: Evidence from a global incident-based analysis.EDPACS, 0(0):1–12, 2026.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Ai-driven fraud as an emerging cyber risk: Evidence from a global incident-based analysis.EDPACS, 0(0):1–12, 2026

Reference 13

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source=pdf_text observed=2026-08-02T06:52:55.355649Z digest=sha256:ba7a8ea755d778e8e41bdeb577a847f14f6066411f8fb6ca2214ac3ff2f0d2e3

Observation d8b8eef2-d118-45dd-8dbc-283de45874d0 · outbound

This paper cites Llms get lost in multi-turn conversation.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Llms get lost in multi-turn conversation

Reference 14

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source=pdf_text observed=2026-08-02T06:52:55.448234Z digest=sha256:1869d4bc183e9c82a79815f9d5b662e39435c8ad1f97ff16efa85751eeb65242

Observation 69663f37-95cf-40c4-b11d-2e3c6e39e470 · outbound

This paper cites Evaluating very long-term conversational memory of llm agents.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Evaluating very long-term conversational memory of llm agents

Reference 15

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source=pdf_text observed=2026-08-02T06:52:55.511240Z digest=sha256:de8e17bd0d1b5c0575a94a48efd4162e076b0b77fb179cacbf958a0c9f364011

Observation 64fc4855-30e6-4ffc-b288-5959960fd265 · outbound

This paper cites Centralized intelligence, decentralized risk: The security implications of third-party api dependency in enterprise ai.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Centralized intelligence, decentralized risk: The security implications of third-party api dependency in enterprise ai

Reference 16

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source=pdf_text observed=2026-08-02T06:52:55.638743Z digest=sha256:1a31e97e72dfc7e4eb3b82548ce44efd8990c2c25036c8cf9a5e0880ab68d9da

Observation 87f3d05b-8c05-4841-a3f0-3daf3a8ea81f · outbound

This paper cites an unresolved cited work.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Unresolved cited work

Reference 17

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source=pdf_text observed=2026-08-02T06:52:55.729689Z digest=sha256:c6e89b564313937fe46b445b90b294b31bb17aeb064c86be12d7dfc6ac2276d6

Observation 002d488c-0387-4d5a-9fc2-d690b2100654 · outbound

This paper cites Alzamil, Areej M.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Alzamil, Areej M

Reference 18

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source=pdf_text observed=2026-08-02T06:52:55.866827Z digest=sha256:0a426fa6cdcc59b5259c1a78dbd09951d01e1c4cfcc79efd5aa98b8ec28374bd

Observation aafd1f7b-351f-400c-b917-8a3624c45a34 · outbound

This paper cites Extracting training data from large language models.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Extracting training data from large language models

Reference 19

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source=pdf_text observed=2026-08-02T06:52:56.015468Z digest=sha256:8161f916db3e3d588ea0599c72ddfc454f24ea841c72c332c1ebdef015cde19c

Observation a0e4486f-c144-4a36-b084-2f339cd8c9a4 · outbound

This paper cites an unresolved cited work.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-02T06:52:56.177576Z digest=sha256:2af6f9ea050e334465201c99e9d3a9cb95baf69aa128116efa4d086acdd57496

Observation ff50283f-9f43-47ea-ae78-82d49d141253 · outbound

This paper cites An empirical analysis of memorization in fine-tuned autoregressive language models.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory An empirical analysis of memorization in fine-tuned autoregressive language models

Reference 21

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source=pdf_text observed=2026-08-02T06:52:56.268380Z digest=sha256:32944fbc6a4be8e357504ce059a7ac2f74055b6e7b812fa2de3547d75bf897b7

Observation 8bbdd431-4c2b-4ea3-84ec-70a005d8f258 · outbound

This paper cites Davidson, Kate Muir, Florian A.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Davidson, Kate Muir, Florian A

Reference 22

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source=pdf_text observed=2026-08-02T06:52:56.406262Z digest=sha256:54481db7b0a691c20f02d114c352a298ebed5202cb064827fc1c7310dfedd735

Observation bfd835c6-177b-4414-ad24-cbb4d8f7459f · outbound

This paper cites Sok: The privacy paradox of large language models: Advancements, privacy risks, and mitigation.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Sok: The privacy paradox of large language models: Advancements, privacy risks, and mitigation

Reference 23

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source=pdf_text observed=2026-08-02T06:52:56.615436Z digest=sha256:cc464ca404c7b10df32b14f4f725969d38a37108a689f9d952d9f6080c61a481

Observation c9a8b364-feda-49d4-9fc6-63e63fb4225c · outbound

This paper cites On protecting the data privacy of large language models (llms) and llm agents: A literature review.High-Confidence Computing, 5(2):100300, June 2025.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory On protecting the data privacy of large language models (llms) and llm agents: A literature review.High-Confidence Computing, 5(2):100300, June 2025

Reference 24

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source=pdf_text observed=2026-08-02T06:52:56.703299Z digest=sha256:c99e425093aab3d0c8b4688f2fba16a93989d6f4395af1044418a33e2ab0dece

Observation 265c01ad-7c5b-4d04-a22b-8717033479c8 · outbound

This paper cites A future role for health applications of large language models depends on regulators enforcing safety standards.The Lancet Digital Health, 6(9):e662–e672, September 2024.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory A future role for health applications of large language models depends on regulators enforcing safety standards.The Lancet Digital Health, 6(9):e662–e672, September 2024

Reference 25

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source=pdf_text observed=2026-08-02T06:52:56.909273Z digest=sha256:1c5db3e10ec1153a62d59131a5c483556a668ac105ab48dae1345a6d44490609

Observation c69e605c-94d7-4e3d-ac6e-3ac2961a79c7 · outbound

This paper cites Images and vision, 2026.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Images and vision, 2026

Reference 26

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source=pdf_text observed=2026-08-02T06:52:56.995291Z digest=sha256:ffd80446fe359d96393c08c01bb992a7131269d866292a103644c8d6d65ec0fa

Observation 68c430b4-bd5d-4800-84a1-4bbccad2ff22 · outbound

This paper cites Deepseek-v3.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Deepseek-v3

Reference 27

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source=pdf_text observed=2026-08-02T06:52:57.092723Z digest=sha256:9ea6b5d68668692b4bc301194e53a1154733c2f5ab837ae806f46bfa2f0f3c76

Observation bafa95f6-92db-47df-9b86-afca8b05f6c7 · outbound

This paper cites Qwen3-vl-30b-a3b-instruct.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Qwen3-vl-30b-a3b-instruct

Reference 28

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source=pdf_text observed=2026-08-02T06:52:57.183847Z digest=sha256:db062c65d83376863b4cfb9a9fb33fd3226e660908fa21b9c2af38c5d273d491

Observation a6a38f60-e349-4f82-a088-436aabf52d7c · outbound

This paper cites Jina reader api: Convert any url to an llm-friendly input.https://jina.ai/reader/,.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Jina reader api: Convert any url to an llm-friendly input.https://jina.ai/reader/,

Reference 29

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source=pdf_text observed=2026-08-02T06:52:57.265844Z digest=sha256:8ebf37fca49ccfa7c6e13c254d22fae1b2a6bffaf08864609c2d757cf8bbae81

Observation ed3d5299-34d7-4742-9c41-0c63a939a07f · outbound

This paper cites A new tool to unlock data from enterprise documents for generative ai.https: //research.ibm.com/blog/docling-generative-AI, November 2024.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory A new tool to unlock data from enterprise documents for generative ai.https: //research.ibm.com/blog/docling-generative-AI, November 2024

Reference 30

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source=pdf_text observed=2026-08-02T06:52:57.387670Z digest=sha256:799843a5c7ef3a28a2a840ab9bdae979536ec9de9d2d722071c2e124d07c96b9

Observation 4aa9e55b-55c0-4bea-a139-e773f5ddb1e5 · outbound

This paper cites an unresolved cited work.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Unresolved cited work

Reference 31

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source=pdf_text observed=2026-08-02T06:52:57.324725Z digest=sha256:1754bad669b3a7c7d2410d46205b28e18416bab1cb30f895f7f7400a310dab49

Observation 3921f884-830b-4d30-bcfe-3198ffff65af · outbound

This paper cites Google Knowledge Graph Search API.https://developers.google.com/ knowledge-graph, 2024.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Google Knowledge Graph Search API.https://developers.google.com/ knowledge-graph, 2024

Reference 32

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source=pdf_text observed=2026-08-02T06:52:57.511410Z digest=sha256:1c153516d58355f86dfb321e283a640801a2c55c04f6832cfeed4f26d4d0348c

Observation db298731-53a2-463e-908d-e6bad064d54a · outbound

This paper cites Docling: Get your documents ready for gen ai.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Docling: Get your documents ready for gen ai

Reference 33

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source=pdf_text observed=2026-08-02T06:52:57.456649Z digest=sha256:f901d88f882d8de2a60fe84564f736ba0247106216717aeb54c9760a2743eba8

Observation b94e91b8-be4d-410c-9c25-d1cb493ec0f0 · outbound

This paper cites Streamlit Documentation.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Streamlit Documentation

Reference 34

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source=pdf_text observed=2026-08-02T06:52:57.670591Z digest=sha256:562d133247a8672cd750f9a00f0324a612e10d00c344fd2a0e89c6facd4379d9

Observation 0ea8e2de-c200-44d2-a040-9cf8b56cae48 · outbound

This paper cites Google Search API.https://serper.dev/, 2026.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Google Search API.https://serper.dev/, 2026

Reference 35

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source=pdf_text observed=2026-08-02T06:52:57.590078Z digest=sha256:023118a26b036332ed47034dd105132d341e0b48bcb45339e8fb565680063db0

Observation adfcfb88-6b69-439e-b4f5-fdfa2d9b01d5 · outbound

This paper cites DailyDialog: A manually labelled multi-turn dialogue dataset.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory DailyDialog: A manually labelled multi-turn dialogue dataset

Reference 36

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source=pdf_text observed=2026-08-02T06:52:57.837052Z digest=sha256:3dee97d642ad7d506489c63a68dc6bb38cd4d1502c88e835dbb0cb4eb11cc00a

Observation 30ed67e5-99e5-4b45-8298-73a122c705db · outbound

This paper cites LoveFraud02, 2024.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory LoveFraud02, 2024

Reference 37

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unresolved
no resolver link, observed 2026-08-02T06:52:57.753247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:57.753247Z digest=sha256:f9decfdebced45fa746cd95cfdc205c2880d713c5df4b45ce76f7317cb697059

Observation dd961bb2-1a0e-4f53-a47e-816d0371e4a5 · outbound

This paper cites Towards empathetic open-domain conversation models: A new benchmark and dataset.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Towards empathetic open-domain conversation models: A new benchmark and dataset

Reference 38

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unresolved
no resolver link, observed 2026-08-02T06:52:58.043428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:58.043428Z digest=sha256:c35dfee3ef879b2ad014263b4d9f12fbac6867359766386ac9b52059ff564402

Observation f8de1738-9cb5-474d-a766-1896a7f8beef · outbound

This paper cites MultiWOZ – a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory MultiWOZ – a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-02T06:52:57.925011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:57.925011Z digest=sha256:814100775dc90fc5afecb0603a89ee28e29945b2fef47ed74f839ec51a245f12

Observation 5c5ab362-0d86-4704-9936-6385115f68e0 · outbound

This paper cites Individual comparisons by ranking methods.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Individual comparisons by ranking methods

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-02T06:52:58.449710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:58.449710Z digest=sha256:dc65533adae8647b4d7f6e94b89e3a66283d6497df860136f7d39ead08eb36a7

Observation 9a17cd68-33c3-4322-9a25-5154f6c1d6c6 · outbound

This paper cites Deal or no deal? end-to-end learning of negotiation dialogues.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Deal or no deal? end-to-end learning of negotiation dialogues

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-02T06:52:58.189255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:58.189255Z digest=sha256:06bc0f11ea48910c9f93092102721fe3368b11ad871f5d7949880ee25b7d1681

Observation dababbe9-2808-44a5-bd9c-a38acd703277 · outbound

This paper cites Kortum, and James T.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Kortum, and James T

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-02T06:52:58.715809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:58.715809Z digest=sha256:d5875f6f961a401d76d6ead5ff498a31cc6f3d0f356e57a30a57b0b9a8fdcdb9

Observation 7ea6cca9-dfc0-4d97-a7d8-d1229411151b · outbound

This paper cites SUS: A quick and dirty usability scale.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory SUS: A quick and dirty usability scale

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-02T06:52:58.598050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:58.598050Z digest=sha256:def71c9c05dd7bdcbe5360d16f4e731d9631dd32b18fc063845202a699e66703

Observation e66fb2b5-fee7-4062-858c-0de9ba5df8e6 · outbound

This paper cites an unresolved cited work.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Unresolved cited work

Reference 2017

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unresolved
no resolver link, observed 2026-08-02T06:52:58.305197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:58.305197Z digest=sha256:9fda2d0ddd6c6ce702774824a34ba9802517440733068f0bf338c3135999e3e4

Observation 94290abd-0cf0-462e-a953-4b1829ae0522 · outbound

This paper cites an unresolved cited work.

An Explainable Agentic System for Detection of Conversational Scams with Summary-Based Memory Unresolved cited work

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-02T06:52:54.104962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:52:54.104962Z digest=sha256:13c8fe6df4014174b7acdd0e1fd7b7e33b7b2c989e0c2ec5ae2c33a80927a4c9

Pith citing papers

No inbound Pith citation observations are available.