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Paper Citation Record · LEDGER

Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 43 inbound Pith citation observations for arXiv:2401.12070.

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

pith.paper-citation-record.v1
2401.12070 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 43 of 43 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:40:04.351703Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

16
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 72994182-9915-4f7a-b10e-3af32e7c2bc2 · inbound

Advacheck at GenAI Detection Task 1: AI Detection Powered by Domain-Aware Multi-Tasking cites this paper.

Advacheck at GenAI Detection Task 1: AI Detection Powered by Domain-Aware Multi-Tasking Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 12

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no resolver link, observed 2026-08-12T18:14:35.171233Z

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source=arxiv_source observed=2026-08-12T18:14:35.171233Z digest=sha256:e179a9d496890b68225ce53a47b65afc9333b6be1096cdccc0c1b178b04edc02

Observation ac63835c-8896-419f-9bf9-8d4f8ac3c649 · inbound

SoK: Watermarking for AI-Generated Content cites this paper.

SoK: Watermarking for AI-Generated Content Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 20

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no resolver link, observed 2026-08-12T11:13:54.418964Z

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source=pdf_text observed=2026-08-12T11:13:54.418964Z digest=sha256:bfd135b90c696fc4f06d60504a554f66f00085600dbc1423e799fab765b24b0a

Observation eba0db9e-c1e1-4c40-b4de-9a1bde42d371 · inbound

A Practical Examination of AI-Generated Text Detectors for Large Language Models cites this paper.

A Practical Examination of AI-Generated Text Detectors for Large Language Models Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 34

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no resolver link, observed 2026-08-11T20:56:40.839202Z

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source=arxiv_source observed=2026-08-11T20:56:40.839202Z digest=sha256:13dec530cbd8bee4231096880cd616978cd6d141d42c94325cf28651bb66afbe

Observation 2b62754c-8a6a-4007-a30e-6d4873be37bc · inbound

NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? cites this paper.

NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 19

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no resolver link, observed 2026-08-12T00:03:53.744411Z

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source=pdf_text observed=2026-08-12T00:03:53.744411Z digest=sha256:2b365b80e42f8d081b2e57425cade55908e8706c3d78019ed517568b232416e8

Observation f2f2966a-6200-4fb8-8488-cf58e65f4d52 · inbound

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation cites this paper.

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 17

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no resolver link, observed 2026-08-11T12:58:26.868131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T12:58:26.868131Z digest=sha256:dc586e8e0c365989fe996c3d5036bd482202df19d5a1462322bf22d5c7c38b75

Observation 7c541470-6b96-435a-b4c4-772c288400e3 · inbound

DAMAGE: Detecting Adversarially Modified AI Generated Text cites this paper.

DAMAGE: Detecting Adversarially Modified AI Generated Text Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 11

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no resolver link, observed 2026-08-10T21:55:52.731676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T21:55:52.731676Z digest=sha256:8700153417bf69febc82d640f36a38dbf59ad515853d3188dbe9dc87411c1f00

Observation a53d9a3a-868e-4e21-ab5e-d08324bcfb34 · inbound

GenAI Content Detection Task 3: Cross-Domain Machine-Generated Text Detection Challenge cites this paper.

GenAI Content Detection Task 3: Cross-Domain Machine-Generated Text Detection Challenge Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 20

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no resolver link, observed 2026-08-10T20:18:47.270433Z

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source=arxiv_source observed=2026-08-10T20:18:47.270433Z digest=sha256:f9ae9c9e7f5cc54f185fd80aaf1b58bbb22c54a70bc6e3c8212656b31a306760

Observation 848121df-ad5f-47ad-b10d-4aaa59ce932a · inbound

GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human cites this paper.

GenAI Content Detection Task 1: English and Multilingual Machine-Generated Text Detection: AI vs. Human Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 17

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no resolver link, observed 2026-08-10T18:48:02.307249Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T18:48:02.307249Z digest=sha256:c749ce3d0c0469bcea0358c38e23efd8a6b744b5a36efdf45a50c21decc51453

Observation 551c2c40-fd0e-4180-b71f-bd48a794fd4e · inbound

LuxVeri at GenAI Detection Task 3: Cross-Domain Detection of AI-Generated Text Using Inverse Perplexity-Weighted Ensemble of Fine-Tuned Transformer Models cites this paper.

LuxVeri at GenAI Detection Task 3: Cross-Domain Detection of AI-Generated Text Using Inverse Perplexity-Weighted Ensemble of Fine-Tuned Transformer Models Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 8

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no resolver link, observed 2026-08-10T17:47:25.357943Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T17:47:25.357943Z digest=sha256:d15378ea861a6683798d0092338782df9086f79b19e5d02c513fd0f853f469b2

Observation dfccf8b6-800d-49c1-b43f-ee87165306ba · inbound

Human-LLM Coevolution: Evidence from Academic Writing cites this paper.

Human-LLM Coevolution: Evidence from Academic Writing Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 9

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no resolver link, observed 2026-08-07T20:54:17.440957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T20:54:17.440957Z digest=sha256:629a0baccd94263ae86a4ab43b02a555f79cfcfe8c437320bafa39e5453912ea

Observation f1c267a0-f464-44b6-bd40-e85073ec3d80 · inbound

ExaGPT: Example-Based Machine-Generated Text Detection for Human Interpretability cites this paper.

ExaGPT: Example-Based Machine-Generated Text Detection for Human Interpretability Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 12

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verified exact
arxiv_id, observed 2026-05-23T03:27:26.939418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-23T03:27:02.516990Z digest=sha256:073a2d5e17c640a16e02677882a1e01f9c7026cd3a83e3bbb80095bdede00003

Observation 3f866cbc-a6d4-42a2-acc7-ecd40d01d038 · inbound

Watermarking Needs Input Repetition Masking cites this paper.

Watermarking Needs Input Repetition Masking Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 12

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no resolver link, observed 2026-08-16T12:40:04.351703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T12:40:04.351703Z digest=sha256:8f0ddbf487d3747293e364b0c261a03d659f82bad0b8f768bba7b057822b526e

Observation 6cb6c466-46d9-4673-ba0d-af86b51380dc · inbound

Tracing Thought: Using Chain-of-Thought Reasoning to Identify the LLM Behind AI-Generated Text cites this paper.

Tracing Thought: Using Chain-of-Thought Reasoning to Identify the LLM Behind AI-Generated Text Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 13

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no resolver link, observed 2026-08-16T10:54:25.018067Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:54:25.018067Z digest=sha256:c780297fb38560d0046361c4860dc694c62da9571762ea8c82138eca0a67699d

Observation 5e810183-8484-44d0-8aa4-998f64f2d9ea · inbound

Attacks on Machine-Text Detectors Retain Stylistic Fingerprints cites this paper.

Attacks on Machine-Text Detectors Retain Stylistic Fingerprints Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 5

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no resolver link, observed 2026-08-07T15:37:12.840673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:37:12.840673Z digest=sha256:41ad85c18e3091feca63e82f3f03620bcfec529a0f6210f7680aaa0fbfd2651c

Observation 4268ac7b-ede7-474b-bdb5-06313ce31ea3 · inbound

GPT Editors, Not Authors: The Stylistic Footprint of LLMs in Academic Preprints cites this paper.

GPT Editors, Not Authors: The Stylistic Footprint of LLMs in Academic Preprints Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 8

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no resolver link, observed 2026-08-07T14:55:16.477644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:55:16.477644Z digest=sha256:7e725c4d0bc140e3852f42440019c60e3e7ff5ccb0813a63cf9924acbfec2a9e

Observation d13997b4-07e0-4273-b7eb-44576569f2ab · inbound

Stress-testing Machine Generated Text Detection: Shifting Language Models Writing Style to Fool Detectors cites this paper.

Stress-testing Machine Generated Text Detection: Shifting Language Models Writing Style to Fool Detectors Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 14

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no resolver link, observed 2026-08-07T12:35:26.477718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:35:26.477718Z digest=sha256:f55343d5770f60b8ed7fcb5727ed9e82644955c7758931c3f5d8d710285efbd6

Observation d4bab125-64e0-4165-8dca-03fe3b974f63 · inbound

PhantomHunter: Detecting Unseen Privately-Tuned LLM-Generated Text via Family-Aware Learning cites this paper.

PhantomHunter: Detecting Unseen Privately-Tuned LLM-Generated Text via Family-Aware Learning Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 15

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no resolver link, observed 2026-08-06T23:58:06.987287Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:58:06.987287Z digest=sha256:8d1652dac9e283e6303030cb1d204ea0eda178f86c26c39e7f9cd63342368698

Observation a5ae9b16-4bae-46f9-9ff9-0b87089c4a67 · inbound

WETBench: A Benchmark for Detecting Task-Specific Machine-Generated Text on Wikipedia cites this paper.

WETBench: A Benchmark for Detecting Task-Specific Machine-Generated Text on Wikipedia Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 5

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no resolver link, observed 2026-08-06T20:20:02.958331Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:20:02.958331Z digest=sha256:cf70c7383355ce32b683f7242ab038fe3f27f0216aee4bf8f69c82dac95d20e8

Observation c3b73c9c-2881-4af1-97ed-57afff6ed12f · inbound

Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry cites this paper.

Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 26

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no resolver link, observed 2026-08-05T12:26:31.083936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T12:26:31.083936Z digest=sha256:9e8fc67b87b8e42d8b16e1abbf6dc8d4d6df6b912403dd4c4cbbad894b087592

Observation 0f5d0d9b-0ded-46bc-a5b2-a700a05b542a · inbound

Fast segmentation of watermarked texts from large language models through an epidemic change-point framework cites this paper.

Fast segmentation of watermarked texts from large language models through an epidemic change-point framework Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 25

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no resolver link, observed 2026-08-15T15:55:29.399634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:55:29.399634Z digest=sha256:ebb49dab0fba71d20f666fbb03fde0bcd1452e52d33104e213ec0b94cfefc040

Observation e5bbba90-adfb-44bb-b22f-ab5de5fe3e89 · inbound

RedNote-Vibe: A Dataset for Capturing Temporal Dynamics of AI-Generated Text in Lifestyle Social Media cites this paper.

RedNote-Vibe: A Dataset for Capturing Temporal Dynamics of AI-Generated Text in Lifestyle Social Media Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 7

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verified exact
arxiv_id, observed 2026-05-18T13:51:26.156042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-18T13:46:48.348859Z digest=sha256:d526192a9dc90eb1043e1b52d52d0a1e56e91f91e699c687ab7f598a0655bd76

Observation 2ee24390-a711-45bb-91e0-af0dd9059ea3 · inbound

A Comprehensive Dataset for Human vs. AI Generated Text Detection cites this paper.

A Comprehensive Dataset for Human vs. AI Generated Text Detection Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 19

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no resolver link, observed 2026-08-04T08:03:27.782374Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:03:27.782374Z digest=sha256:e352269d274cff4450b67f80a2e9a10270f5ed81352c20a06458fed27819577f

Observation 1aa7ebe8-37b0-4405-9c00-014b6e3336f1 · inbound

DEER: Disentangled Mixture of Experts with Instance-Adaptive Routing for Generalizable Machine-Generated Text Detection cites this paper.

DEER: Disentangled Mixture of Experts with Instance-Adaptive Routing for Generalizable Machine-Generated Text Detection Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 12

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no resolver link, observed 2026-08-04T00:27:26.971700Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T00:27:26.971700Z digest=sha256:efac288f31ce9ceeb10452dd4a81b9c909ec09837d59e73616eea1d65c0bb84b

Observation 7214747e-3066-4d0d-a2bc-4bc3f171cbf0 · inbound

MAGA-Bench: Machine-Augment-Generated Text via Alignment Detection Benchmark cites this paper.

MAGA-Bench: Machine-Augment-Generated Text via Alignment Detection Benchmark Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 28

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no resolver link, observed 2026-08-03T12:01:31.504598Z

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source=arxiv_source observed=2026-08-03T12:01:31.504598Z digest=sha256:971570b520655c7e9e3027596623b0423bd2ea15f5e3a3eb0d4254e5788b04b7

Observation 184dcc59-4628-4237-9e53-32143bed4045 · inbound

DP-MGTD: Privacy-Preserving Machine-Generated Text Detection via Adaptive Differentially Private Entity Sanitization cites this paper.

DP-MGTD: Privacy-Preserving Machine-Generated Text Detection via Adaptive Differentially Private Entity Sanitization Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 2024

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no resolver link, observed 2026-08-03T12:05:35.578024Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T12:05:35.578024Z digest=sha256:eee61a7ca9805715e09cb32f788abc76e89f5da04bd70c2672ea2bc35d6a53b7

Observation 1197c195-aa8e-4c36-a760-fc4e4e52d2ab · inbound

The Impact of AI-Generated Text on the Internet cites this paper.

The Impact of AI-Generated Text on the Internet Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 13

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verified exact
arxiv_id, observed 2026-05-10T14:05:29.809426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-10T14:01:29.175202Z digest=sha256:63355eeb42a96c990dc9d9cc4eff048b668641331e59b06091c78f3f758a7ef6

Observation 2a9870d1-5b23-4030-8664-9ff3eceb9d5f · inbound

Steer-to-Detect: Probing Hidden Representations for Detection of LLM-Generated Texts cites this paper.

Steer-to-Detect: Probing Hidden Representations for Detection of LLM-Generated Texts Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 21

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verified exact
arxiv_id, observed 2026-06-30T21:55:05.759469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T21:53:20.873904Z digest=sha256:73f5f47ba41b7d616b71ffbee9463d422f5f54f8e70cf0aa58bf12855e94b7c3

Observation e46d10d2-6b24-4426-90bf-b96aebc54af2 · inbound

Paraphrasing Attack Resilience of Various AI-Generated Text Detection Methods cites this paper.

Paraphrasing Attack Resilience of Various AI-Generated Text Detection Methods Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 5

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metadata mismatch
arxiv_id, observed 2026-05-15T01:38:27.635529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-15T01:35:40.142917Z digest=sha256:d2dbabfdee572a227d928efa9137bc35fe7305007c9d6a03ed121556c77bf006

Observation 0a3c60d0-4911-4dcd-a588-2a8077d35afe · inbound

From AI-Generated Content to Agentic Action: Security and Safety Threats in Generative AI cites this paper.

From AI-Generated Content to Agentic Action: Security and Safety Threats in Generative AI Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 52

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metadata mismatch
arxiv_id, observed 2026-05-20T18:08:50.648293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-20T18:08:24.901025Z digest=sha256:314ed0fcdf15ddffc87f814423aa492862a1fe35806d17ac1a096d2cd24e1abd

Observation 2b3f64e0-f435-4b57-8ff1-4b1d0f115499 · inbound

Base Models Look Human To AI Detectors cites this paper.

Base Models Look Human To AI Detectors Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 12

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verified exact
arxiv_id, observed 2026-05-20T06:13:22.499085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-20T06:13:10.815204Z digest=sha256:3c2e90996d7d32d61d623b3b958f5d862c1d93d55bc240dcde3ed9b053430166

Observation 00cdc45f-86bd-45fd-ba2e-7652a0a56682 · inbound

Findings of the Counter Turing Test: AI-Generated Text Detection cites this paper.

Findings of the Counter Turing Test: AI-Generated Text Detection Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 10

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metadata mismatch
arxiv_id, observed 2026-05-21T05:29:39.524466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-21T05:27:40.931842Z digest=sha256:c81bdf8001d0a444483a1515d7ef9f05d66078690cf4d4da0cf5c7245c756bb9

Observation 030d271f-5045-44a1-9103-9683362056a7 · inbound

Findings of the Counter Turing Test: AI-Generated Text Detection cites this paper.

Findings of the Counter Turing Test: AI-Generated Text Detection Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 13

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arxiv_id, observed 2026-06-30T17:34:57.486937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T17:32:43.664618Z digest=sha256:f1cad788419a8f1874e8a9321ee96b66451e75c809a97fa0015464f650c5ba66

Observation e63f8836-17f2-4bce-bfdd-74858648327c · inbound

Seeing the Poem: Image-Semantic Detection of AI-Generated Modern Chinese Poetry with MLLMs cites this paper.

Seeing the Poem: Image-Semantic Detection of AI-Generated Modern Chinese Poetry with MLLMs Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 107

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arxiv_id, observed 2026-05-22T05:44:38.843156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-05-22T05:41:37.202937Z digest=sha256:7d7cf72d4d08c1a4a7ea6cb53354b7c661abfa8764ecc43e5bd617e3b1f79800

Observation f96efe37-4c06-480b-8fae-bbdabb6279b5 · inbound

AEyeDE: An Attention-Based Attribution Framework for AI-Generated Text Detection cites this paper.

AEyeDE: An Attention-Based Attribution Framework for AI-Generated Text Detection Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 15

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no resolver link, observed 2026-07-12T21:39:23.683913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:39:23.683913Z digest=sha256:d2516722711d1112e49137c67a84672b800683f504519e55cbefae54d192b999

Observation c64a25ff-b5c4-40db-9164-0a58a9ac870e · inbound

Detector-Evasive LLM Paraphrasing via Constrained Policy Optimization cites this paper.

Detector-Evasive LLM Paraphrasing via Constrained Policy Optimization Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-06-29T00:22:51.925478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-28T23:05:48.770663Z digest=sha256:397bb604e547d6d8c31ef92c35db388852369fd2d17d95182f756d59022b49e8

Observation 03723b80-0851-4cee-8c78-c3509c9c7cd3 · inbound

The Assistant as a Privileged Persona: A canonical reference in cross-persona self-recognition cites this paper.

The Assistant as a Privileged Persona: A canonical reference in cross-persona self-recognition Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-06-28T19:42:35.848014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-28T19:34:27.009061Z digest=sha256:d3b9e4c4188f5cb870a024ee69b65da31aa317ee6dbc544b129e8be740434a10

Observation b2b9347b-5715-4e5c-8ed9-e9e396b4b74b · inbound

FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences cites this paper.

FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-07-02T01:56:27.968032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-28T11:24:01.547119Z digest=sha256:6e099b58827f8695da9857b21afc0c6ce316d70069582170a2cb50e180fd7e2f

Observation c2c5bf3e-92df-4dba-97ee-dd2aaaf421bb · inbound

DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities cites this paper.

DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-02T07:06:44.556301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-28T07:07:33.410608Z digest=sha256:5476d8bcc45cb8e98c119dc1f94c0379af689ee28a4bbe270a5ddbe40bf5440e

Observation f1c9b52a-e9c2-44c6-a54a-ccb6db3241d0 · inbound

SV-Detect: AI-generated Text Detection with Steering Vectors cites this paper.

SV-Detect: AI-generated Text Detection with Steering Vectors Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-06-27T22:21:21.131829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-27T22:16:31.088030Z digest=sha256:17fbdf3b7801269891902bc06735ab312939e3eb30ebb161673321e8df0e1e86

Observation 893835cb-73fb-4e01-a24c-1f58c7170cea · inbound

PolyAlign: Conditional Human-Distribution Alignment cites this paper.

PolyAlign: Conditional Human-Distribution Alignment Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-07-03T15:08:33.615743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-27T06:38:55.992652Z digest=sha256:be7ff985525c2a7a9a66593ed436de5f987842568497a7209e3656175ee73751

Observation 2b768b64-f7fd-43d4-9b8b-e89c92ec5353 · inbound

CASPER in the Machine: Insights into Character Variety in LLM-Generated Stories cites this paper.

CASPER in the Machine: Insights into Character Variety in LLM-Generated Stories Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T08:59:42.627453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-26T10:44:08.377664Z digest=sha256:15c3d9afd57b5bf4a9c9972f1751bba9f5da2a1cf7b5e0bd033b59bdf9c5fc91

Observation b7fb4243-eaa6-4203-8301-0a05259ff633 · inbound

Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift cites this paper.

Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 26

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T17:40:00.583376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-25T23:31:35.874733Z digest=sha256:a4f30547bf88673d98bb28a4ff92af95de38bc70dd55cb0e558b7f612b025647

Observation d2507e9c-6c94-4b6a-b086-3acb1f14257c · inbound

UTS at ELOQUENT 2026 Voight-Kampff: structural shifts in AI writing bypass state-of-the-art detectors cites this paper.

UTS at ELOQUENT 2026 Voight-Kampff: structural shifts in AI writing bypass state-of-the-art detectors Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-02T04:51:20.582154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T04:51:20.582154Z digest=sha256:de170fc71c0145132737de16008d07ffddc05fa95d7dba8fa710acc584c42341