Paper Citation Record · LEDGER

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains

As of 8 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2506.06705.

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

pith.paper-citation-record.v1
2506.06705 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:57:37.068891Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-09T22:29:53.202779Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-09T22:34:07.151093Z

Reference resolution

48 of 48 outbound references displayed

verified exact1
verified fuzzy1
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52be46fd-9518-45a0-9f90-5e960e0aec5c · outbound

This paper cites The Falcon Series of Open Language Models.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains The Falcon Series of Open Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:32.216170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c03c8d36-f511-46fd-99c5-ac572d02c359 · outbound

This paper cites Real or Fake? Learning to Discriminate Machine from Human Generated Text.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Real or Fake? Learning to Discriminate Machine from Human Generated Text

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:32.277572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4ae5ee9-1e73-4709-b892-c210a4dd9921 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:41.290087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4f90cf4b-ebae-4c82-a173-919c058ade37 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:32.457192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf9a7e9a-300b-43bf-8728-0ee19e3d35e4 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:32.556576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7254625-8aa7-4c12-bb25-a5a10fbb64ac · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:41.275898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 015f0f54-dfc0-4857-8875-56bdb9280a94 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:41.176555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 50a59173-6338-4e56-8675-9eae083ab211 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:32.819437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7975c5e9-c08b-460e-b3c1-7f36ffa6ada0 · outbound

This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:32.877434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1073e019-caa6-4c42-9b21-a765d4e02aa2 · outbound

This paper cites DeepSeek-V3 Technical Report.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains DeepSeek-V3 Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:32.973036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d7af17a-bbed-4722-8c74-a881908abbdf · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.047990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c15ae98-151e-459a-9e98-0149e58e2560 · outbound

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

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.119040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0ec6714-dc5c-4130-b721-679ba0c25da4 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.212255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d234771e-353b-4829-b7a2-f4d2062dc740 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.302600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1257908-2777-4504-93f7-2ec6badd5b0e · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.400777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 810a4dda-7af5-43e0-b558-bd7169ce4229 · outbound

This paper cites The Llama 3 Herd of Models.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains The Llama 3 Herd of Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.486849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 887eca31-d751-4fc0-8fbb-6b838604259d · outbound

This paper cites How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.599443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aac1e5ca-4492-4b00-881e-75fb54a387f9 · outbound

This paper cites MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains MedAlpaca -- An Open-Source Collection of Medical Conversational AI Models and Training Data

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.715195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67db2490-9300-4e49-8c97-7aed22d13d50 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:40.910342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0cd4bef7-3fc8-4da2-bf33-a1222c9c5675 · outbound

This paper cites Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Pile of Law: Learning Responsible Data Filtering from the Law and a 256GB Open-Source Legal Dataset

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.895892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f25c2ce1-320b-4c6a-9127-f657e91b25c5 · outbound

This paper cites Mistral 7B.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Mistral 7B

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:33.991471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aa7349c-b171-41b5-8fd1-59906981eb1c · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:40.600528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fc618db5-27cb-4bb5-801c-0ef6bb912b39 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:40.309647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b13ff182-01f5-4ea3-8dcb-40834d4742ab · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:40.002954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0a254420-ac4e-43c9-ad36-87d3467b5d04 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:34.354941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a47c8241-3bdf-4bc2-82cd-6bc37a64e08b · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:34.422357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2103b845-489f-4ebf-b808-fbb865884623 · outbound

This paper cites Mutation-Based Adversarial Attacks on Neural Text Detectors.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Mutation-Based Adversarial Attacks on Neural Text Detectors

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:57:37.600659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4d21b8e7-01f0-4964-9d9f-a68bbdad33ea · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:39.645856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9a9aa0a3-8b0c-4d2e-895f-5769400285c5 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:39.324200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d5e5c8ae-e40f-4320-a0a2-7a30a2fb45fd · outbound

This paper cites Cohen, and Mirella Lapata.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Cohen, and Mirella Lapata

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:34.824581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5005c8c7-cbad-4742-9732-e5bcad50f04d · outbound

This paper cites GPT-4o System Card.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains GPT-4o System Card

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:34.940255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2937d4e2-59e4-45c0-905c-d2a1c3f9ecc6 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:39.176930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 19193181-984f-47df-98c4-152a5a0bfa9f · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:39.018830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 20c5058f-68d7-4b13-bddb-49f9016cad30 · outbound

This paper cites Qwen2.5 Technical Report.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Qwen2.5 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:35.183201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd622e09-6b61-47e0-a38e-fbbd81d63f10 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:35.329082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39b11f78-7293-4aa6-a0a9-afde481fa942 · outbound

This paper cites Can AI-Generated Text be Reliably Detected?.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Can AI-Generated Text be Reliably Detected?

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:35.432510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6da39e7-8a2d-4a1e-9a54-552d3b975290 · outbound

This paper cites Release Strategies and the Social Impacts of Language Models.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Release Strategies and the Social Impacts of Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:35.517653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61cea708-147f-4a95-9951-91d44b1c2467 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:35.611916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04252d3a-8cc8-4311-8c0a-b236bd3fd3d6 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:38.876144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3eeb1589-8ac7-4734-b0f1-5972f92d6c1b · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:38.664190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9fe1f1bf-ec96-42c3-be54-96626946223d · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:36.007720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc89786b-be95-4a44-ad1b-e436f9c772c7 · outbound

This paper cites Wong, Shu Yang, Xuebo Liu, Lidia S.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Wong, Shu Yang, Xuebo Liu, Lidia S

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:57:38.447043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4af7bb48-3f38-401a-af48-d5b2d887e437 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:38.238331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a0a8c343-e607-48be-8982-71f520a21e13 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:57:38.067455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0bf532aa-470d-4deb-a377-3d704aaf2118 · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:36.647047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08e4b049-834d-4369-99bc-1b23142b144f · outbound

This paper cites an unresolved cited work.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:36.793182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bd2c42f-3092-4fd7-929c-29d8ca3bc7c4 · outbound

This paper cites online" 'onlinestring :=.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains online" 'onlinestring :=

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:36.934868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d60ae0b8-eac9-4959-9f8e-c192c2bccf0b · outbound

This paper cites write newline.

DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains write newline

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T05:57:37.068891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 454cf273-6fa4-4c7b-be33-7bed21da62e0 · inbound

Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model cites this paper.

Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model DivScore: Zero-Shot Detection of LLM-Generated Text in Specialized Domains

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-09T22:34:07.153471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.