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Paper Citation Record · LEDGER

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection

As of 21 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2606.06481.

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

pith.paper-citation-record.v1
2606.06481 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T01:54:18.782504Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-30T11:04:02.304535Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

49 of 49 outbound references displayed

  • verified exact7
  • verified fuzzy0
  • unresolved40
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 17e577f5-7d83-4c3d-9808-2baaa4f59252 · outbound

This paper cites Gl-clic: Global-local coherence and lexical complexity for sentence-level ai-generated text detection.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Gl-clic: Global-local coherence and lexical complexity for sentence-level ai-generated text detection

Reference 1

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Observation a9fd00ce-0543-4253-a86c-be8064ffadca · outbound

This paper cites Beemo: Benchmark of expert-edited machine-generated outputs.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Beemo: Benchmark of expert-edited machine-generated outputs

Reference 2

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Observation ecf83ef6-7f29-4748-9391-2a60a777a261 · outbound

This paper cites Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 3

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arxiv_id, observed 2026-07-02T12:46:56.609746Z

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:99f2d60514ff800733a74601dc2470aaf32f963a15f3cb4fecd2d793f8a026d1

Observation 708400d6-ba92-426f-8d81-cc5d4885c9da · outbound

This paper cites Desklib AI Text Detector v1.01.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Desklib AI Text Detector v1.01

Reference 4

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:6477c6b7536f4aa023a712b8542996f97a1de18ef8012d189184aa49b12c1455

Observation 1f91b3eb-1675-42c4-9bd6-493aa6a10c48 · outbound

This paper cites Raid: A shared benchmark for robust evaluation of machine-generated text detectors.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Raid: A shared benchmark for robust evaluation of machine-generated text detectors

Reference 5

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Observation 43b6b141-d590-4dbf-852f-02cafb08d985 · outbound

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

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection

Reference 6

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arxiv_id, observed 2026-07-02T12:46:56.615575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 46924f59-0964-46f7-99b6-247d70332261 · outbound

This paper cites Mgtbench: Bench- marking machine-generated text detection.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Mgtbench: Bench- marking machine-generated text detection

Reference 7

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:ffda729533c0369395aef54056873edeac5edc765486e2a7a37fa54c4e5fb79d

Observation d8d84df7-4374-4f93-ab4e-b2d463976ed1 · outbound

This paper cites Detree: Detecting human- AI collaborative texts via tree-structured hierarchical representation learning.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Detree: Detecting human- AI collaborative texts via tree-structured hierarchical representation learning

Reference 8

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arxiv_id, observed 2026-07-02T12:46:56.612273Z

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Observation f3b1a125-fb25-49ec-b1d1-44ae405455ce · outbound

This paper cites Radar: Robust ai-text detection via adversarial learning.Advances in neural information processing systems, 36:15077–15095, 2023.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Radar: Robust ai-text detection via adversarial learning.Advances in neural information processing systems, 36:15077–15095, 2023

Reference 9

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Observation 684a90ec-a34f-4fcc-8270-8a0251e7e88e · outbound

This paper cites Efficient attentions for long document summarization.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Efficient attentions for long document summarization

Reference 10

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Observation 54012ebf-3bbf-4cf4-a77e-b34946ed882e · outbound

This paper cites Sendetex: Sentence-level ai-generated text detection for human-ai hybrid content via style and context fusion.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Sendetex: Sentence-level ai-generated text detection for human-ai hybrid content via style and context fusion

Reference 11

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:4e0a653501df49b1eb57022840b3805e067df20a84444c8d1a842bea9df5a614

Observation 869b206f-14ad-415f-823c-5eeca62de9f1 · outbound

This paper cites Learning agency lab – automated essay scoring 2.0.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Learning agency lab – automated essay scoring 2.0

Reference 12

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:be5ccae6f43c75cf386a58e1447cf84fc8ff2896819468cbd6da77d5a3b52618

Observation 6e962ead-2d3f-4390-a867-026b83c42109 · outbound

This paper cites Pald: Detection of text partially written by large language models.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Pald: Detection of text partially written by large language models

Reference 13

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:184a66eb908ff581597dc4e2ca7d20b1a1ec6f138fe5eabffb60aa897332476d

Observation 3f93958b-f47e-4b6a-b7b6-0a5dec9a6fdd · outbound

This paper cites Multitude: Large-scale multi- lingual machine-generated text detection benchmark.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Multitude: Large-scale multi- lingual machine-generated text detection benchmark

Reference 14

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:e6d0b507040497a849cb0fac91c9380c2726a5561365dae4b786451b2e492440

Observation 22cb8767-7385-4aa7-b940-94d341fdcd46 · outbound

This paper cites Don’t give me the details, just the summary! topic-aware convolutional neural networks for extreme summarization.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Don’t give me the details, just the summary! topic-aware convolutional neural networks for extreme summarization

Reference 15

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:fd22a5013e3369fb12cab25602eb83dadf9121a9b7fb1e9fe64c02ccac7e101d

Observation 837c33b8-5c8c-4e9c-a14f-fda885bca4b5 · outbound

This paper cites arxiv paper abstracts.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection arxiv paper abstracts

Reference 16

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:41ea634acb23328f553cc2b68f33a6b99fba122b3e8b624eef4e9214bc943ea2

Observation 10e9daa5-2d19-4c9e-9ec2-922fb6a83c39 · outbound

This paper cites Almost ai, almost human: The challenge of detecting ai- polished writing.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Almost ai, almost human: The challenge of detecting ai- polished writing

Reference 17

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:5008415b7741b14842fc89020cc775f8eb50556129c262974956037bd9902cbb

Observation 3ec61f59-f562-4a05-a2ad-e25b46bebbff · outbound

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

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Release Strategies and the Social Impacts of Language Models

Reference 18

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local_arxiv, observed 2026-07-02T12:46:56.607197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:98e75323167d85c6486dfa7f3435a15f386cefed2551916de1b8ecf550c3af10

Observation 481b8aa2-1998-4ca0-a179-cd14aaedc698 · outbound

This paper cites Detectllm: Leveraging log rank infor- mation for zero-shot detection of machine-generated text.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Detectllm: Leveraging log rank infor- mation for zero-shot detection of machine-generated text

Reference 19

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:6e124e3f2e19015d96fc551e21373d896663eeec1704d4fba934b1d2d52ceb8d

Observation 7f89bff8-fd00-4217-83fc-aca75dee8265 · outbound

This paper cites Haco-det: A study towards fine-grained machine-generated text detection under human-ai coauthoring.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Haco-det: A study towards fine-grained machine-generated text detection under human-ai coauthoring

Reference 20

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:7b1ed1461472d6810d9981605f8075f7db69dc4d57ff91a3f42fb915bc55e2de

Observation a45737be-7b24-4679-8ab5-7a4caaeee5a9 · outbound

This paper cites Fine-grained detection of ai-generated text using sentence-level segmentation.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Fine-grained detection of ai-generated text using sentence-level segmentation

Reference 21

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:cde2747847ce35dbd0f7e9e1b30293521c0ac4133d4d0cf95a85681dbb2eb8b2

Observation dfef862b-eb5e-49ae-a8ef-17c4e815ee33 · outbound

This paper cites Damasha: Detecting ai in mixed adversarial texts via segmentation with human-interpretable attribution.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Damasha: Detecting ai in mixed adversarial texts via segmentation with human-interpretable attribution

Reference 22

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:e31fbed7a0c362a49b9620688f35c94e16056afe666e1af9efffdbbcf00c01f9

Observation 29c7234a-08d9-4834-a183-b1ef484999ea · outbound

This paper cites arXiv preprint arXiv:2510.03154 , year=.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection arXiv preprint arXiv:2510.03154 , year=

Reference 23

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arxiv_id, observed 2026-07-02T12:46:56.610233Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:869eed2c1c746443c2308abbf6aeeaeb4dadd95843a1aaedcf2caa3d4212190c

Observation ed29ffae-99b7-4729-8267-8a2475529119 · outbound

This paper cites GigaCheck: Detecting LLM-generated Content via Object-Centric Span Localization.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection GigaCheck: Detecting LLM-generated Content via Object-Centric Span Localization

Reference 24

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local_arxiv, observed 2026-07-02T12:46:56.607566Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:e041c30ef1e822d528c04c90b1d0c036e88fcce57ba72f3a11327d7fde831f7f

Observation 6abde3fe-aa69-4726-926e-3c66b54b9151 · outbound

This paper cites Turingbench: A benchmark environment for turing test in the age of neural text generation.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Turingbench: A benchmark environment for turing test in the age of neural text generation

Reference 25

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:6f8f6e925bd9886c1af57987bc0a156d26ef01d77c21f0ac4f0f8c382659cdb3

Observation 40096980-5773-4fb3-991a-52ed41bc9f87 · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 26

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local_arxiv, observed 2026-07-02T12:46:56.594896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:9fa033b3c199d659355f6019408f1476b8a4f623487d6228bffbaa6734c020f8

Observation 53b32b06-041c-4e6c-a4d1-842f1e03e248 · outbound

This paper cites Seqxgpt: Sentence-level ai-generated text detection.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Seqxgpt: Sentence-level ai-generated text detection

Reference 27

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:b7344d39768ed22c9738609f097a66591568f466ce30eadb43de9dd263988afc

Observation 2530f0dd-cea1-4459-9968-ef7eba5b83f7 · outbound

This paper cites M4gt- bench: Evaluation benchmark for black-box machine-generated text detection.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection M4gt- bench: Evaluation benchmark for black-box machine-generated text detection

Reference 28

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:7a914b08a298aabbb7aa17605bd8645ba5e644d4287639a4afd271bf08515932

Observation 3a7a9954-7840-4115-8ab2-06a9818220cb · outbound

This paper cites M4: Multi-generator, multi-domain, and multi-lingual black-box machine-generated text detec- tion.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection M4: Multi-generator, multi-domain, and multi-lingual black-box machine-generated text detec- tion

Reference 29

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:acc29dad69184a821e23dc7ffa3d9083f5df86b5c2cbec58d2f9533c74b47d58

Observation f7843c81-8c25-4c02-bbfb-9e6ba0423651 · outbound

This paper cites Detectrl: Benchmarking llm-generated text detection in real-world scenarios.Advances in Neural Information Processing Systems, 37:100369–100401, 2024.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Detectrl: Benchmarking llm-generated text detection in real-world scenarios.Advances in Neural Information Processing Systems, 37:100369–100401, 2024

Reference 30

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:b49806db3b0fe51e8a45f97666d32606870e260bd3d94431e2c8152cb51901f4

Observation 26c91089-5392-4db3-bd83-fde1307ddacb · outbound

This paper cites Human texts are outliers: Detecting llm-generated texts via out-of-distribution detection.arXiv preprint arXiv:2510.08602, 2025.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Human texts are outliers: Detecting llm-generated texts via out-of-distribution detection.arXiv preprint arXiv:2510.08602, 2025

Reference 31

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arxiv_id, observed 2026-07-02T12:46:56.612874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:8790e85e209caecf6dd8357c2be1c7db54274a5cf1fec44acd288c124ac47a4b

Observation 0c32ce13-0c1d-4b22-ad64-2f15437b9dd1 · outbound

This paper cites Llm-as-a-coauthor: Can mixed human-written and machine-generated text be detected? InFindings of the Association for Computational Linguistics: NAACL 2024, pages 409–436, 2024.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Llm-as-a-coauthor: Can mixed human-written and machine-generated text be detected? InFindings of the Association for Computational Linguistics: NAACL 2024, pages 409–436, 2024

Reference 32

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:847566364f42de854b104e65d48e5c8676b6899ee4a602d46b6d1180f0b120c1

Observation 3ad2509a-5ab1-4f03-abbf-109b845ed26a · outbound

This paper cites Machine-generated text localization.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Machine-generated text localization

Reference 33

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:5742f53f712eb6ed9a115f5ddabd8b86af36f419da0ea8f85d000f8695b4639a

Observation f7758745-fe20-4cf0-b464-5c38f1fe9559 · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 34

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Observation f40f4262-ea86-45a8-beac-233d64c0dcbc · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 35

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Observation 62b916f7-ed2b-44bf-a2a2-5a4932951f5b · outbound

This paper cites AI text has higher curvature than human text and the whole score is computed in a single forward pass.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection AI text has higher curvature than human text and the whole score is computed in a single forward pass

Reference 36

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Observation e991963f-f906-4a6d-8b2c-36d47049dcce · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 37

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Observation c02cb70a-1d87-4884-81a7-71af215eba38 · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 38

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Observation b6b7fe9b-9519-4859-9269-41d4a1701c82 · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 39

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Observation 3d047443-f8b3-4593-8a07-3d00754cb571 · outbound

This paper cites We use the public weights directly as a document-level binary classifier.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection We use the public weights directly as a document-level binary classifier

Reference 40

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Observation fd10bc93-748f-450d-aa11-9c2b9b2f60c9 · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 41

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Observation 2514c4fc-36ae-465a-8a13-316a4805e3ff · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 42

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Observation 9a236870-7d9d-491e-a997-205a27b03768 · outbound

This paper cites Both capture how unusually high-ranked the observed tokens are under the reference distribution.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Both capture how unusually high-ranked the observed tokens are under the reference distribution

Reference 43

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Observation f5b89c81-4694-40ec-9d0c-1ab078cf0a9d · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 44

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:db6947ee40f20a62e5c76e4e80bd77fdf5af3b866b6dfd4aac96ab6311811b2a

Observation f60119e2-f7a7-4f19-87f7-5bf034a52211 · outbound

This paper cites A small CNN + Transformer + CRF stack reads this matrix and emits per-word labels, which are aggregated to sentence level.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection A small CNN + Transformer + CRF stack reads this matrix and emits per-word labels, which are aggregated to sentence level

Reference 45

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Observation c86cbd63-2b2b-4eec-9f5f-93fc61745026 · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 46

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no resolver link, observed 2026-06-28T01:54:18.782504Z

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:0bd4ca661ed20960cffc24e7e0bd8a83b37cf10d98ea5229c062930a77ccc8c5

Observation 5e52c631-67e6-4171-aabf-b664b6cf16c2 · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 47

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:dd37b9a3cba1cc96e13c70dc72b3da696e16511d7bb6dcdb1e120f4f3838dbf8

Observation 3aeb5f04-dead-48df-be37-becbd1a59a82 · outbound

This paper cites an unresolved cited work.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Unresolved cited work

Reference 48

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:417853328bf8d451658225236f1b1c334bea23dadf988ebffad45d3bc85bcf15

Observation bdbf68f0-5b5d-4a05-a9c2-b454f69a0fd9 · outbound

This paper cites "" [numbered_sentences].

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection "" [numbered_sentences]

Reference 49

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malformed identifier
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Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:26e877290575c3aae36211f1f90cb853c2053191228253655968ef538e865603

Pith citing papers

Observation 1aa6897d-4296-49f3-9a1f-bd5e2aef18a2 · inbound

Pangram 4 Technical Report cites this paper.

Pangram 4 Technical Report Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection

Reference 59

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