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Paper Citation Record · LEDGER

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

As of 19 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 2026-08-18T06:34:40.430872+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:a6abb05d4781662819d3018aab71b795f47e5b8790c019d74b8e889cf28692ec

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:e3a1eb03272e0f7e246558f4e1474295577eb45362b1216d53b456d8cbe0ebe7

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:f45a84bd7c4740461488ff4e0c65381d6dab0bc25099fa441f3469481bcc4945

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=sha256:95ce5f64f193ebefeb175db4d7c1af10f78f22962e27a2a6f4673ed1f1601a11

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=sha256:5541ba7fa4d41bd5ce186e5ee38844961f14e75e9dac69551de761faf62e0f3f

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

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source=arxiv_source observed=2026-08-10T21:55:52.731676Z digest=sha256:64753b97a2d8ff42818cdba2ccffb8e1bb0ae276b2021e9ca1fea209f6760dcc

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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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T20:18:47.270433Z digest=sha256:9f31f75d0a3e96ee09a621236ff62e3cf6e207d98a19aa01c17455ce81f691a5

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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source=arxiv_source observed=2026-08-10T18:48:02.307249Z digest=sha256:a1dc0db66dcde918000657ff2eb0e2b3c627dc20d28dca3313496b1e8c62de87

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T17:47:25.357943Z digest=sha256:3a7c42509638b42cce9e42b755a6bf0b807e35991c78538f39951bcc490cd6ce

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T20:54:17.440957Z digest=sha256:8badd53beb471c52bd3b843068150701857f5f5c8cb219c1475303c9d2823fdd

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-05-23T03:27:02.516990Z digest=sha256:efc1caa48fa61560b8b79784e87edcdff728e0988d2cd0ac4fe5879e6387b2ef

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:f37e53bf4677d084c7ca47c49052efd89f4fb0ec7d53030060e95cc9c8681b86

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:54:25.018067Z digest=sha256:dd6e98f95fd3492ee9629e3ea2d2c295805ba34cf3a288db16e1069fa45ac399

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=sha256:399e3b10129be877379ca6f625d92ed970ebb557bb90e253089622e6a6e78c17

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:55:16.477644Z digest=sha256:39672f1e08777db3470370d83e888ddfe5ac2927711bdd61874232e791c747fc

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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unresolved
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:f82ea858dce4df9914c0df677a8eb058042c22e154a014376f10b586e8b68f7a

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=sha256:550ce7a00f87ec457c522cb82930a85425218e4fc7419042eb86e8ada23dd437

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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source=pdf_text observed=2026-08-06T20:20:02.958331Z digest=sha256:2bb923b3201ba2899b831fe18035727bae98a1dc0ea9e0163dcd3fa437bdde14

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=sha256:86c25d5f5aa94a6ea7358d20e2f112ba4ab8b65e2be0c41d87ab6ab14601dd88

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:aea14aa678674b6de561ce5bbf1c38d0439237b21f2ddbc2c34707e4e7f121eb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-18T13:46:48.348859Z digest=sha256:0093ca2fe844507495b234721ba656c4284a2581c3d9f55173384d8ab07a64e5

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=sha256:6704f2cf7d07c9b532ee1bf78465000c4f1cc55cc46d15e7d6489b9d19bba9b5

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=sha256:6e1da65db931e0ceedada891e20fa008685348cad34dbfb1439645a46fa5dfa3

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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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T12:01:31.504598Z digest=sha256:e7f90a52097cbd793f659252d1c306091764cb2c0a8e3996f80d04b1e09d7d67

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=sha256:4585d21bda743a8165ac5513b18f53776f9b4f92017d56fe440fda3a3fed351e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T14:01:29.175202Z digest=sha256:9a5b308f63831bde8aa2e6fd07391fd5539f4bc38244840475bc12b2bcc0e8bf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T21:53:20.873904Z digest=sha256:91502b1957157fc53e216029cdefd36affa7adcc1a98d5d949c6d7c8f754ae92

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-15T01:35:40.142917Z digest=sha256:e2290059235828c70838fdc4970ca8651e58a3e99e9ae47eb565936634197bfe

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-20T18:08:24.901025Z digest=sha256:25aef4d62581f6cbe3e999f26506cd916ce90d853a49ae3af5f96abe19fc5270

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-05-20T06:13:10.815204Z digest=sha256:b6b858fee4d0230237b7abd8c9fffd53a09fe6e0c99f18b2e52d2dac05024243

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-21T05:27:40.931842Z digest=sha256:c10db8528354cc8aade258bb7b8cd81a5b6a70e791a067663a248787b0ec6078

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T17:32:43.664618Z digest=sha256:b90b6ad90c6446665c0c0c9e93d066783ff3337edc3ddfab4a7e6db62b3ee7b7

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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verified exact
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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-05-22T05:41:37.202937Z digest=sha256:2527ec31f09958a917a2d8e240da506fd39b839cf5321831ae9237164f67601c

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:39:23.683913Z digest=sha256:61144dd365a10c2be17c82f322b9acb5d42c2a061eaf497ac070ff669fe7672c

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-06-28T23:05:48.770663Z digest=sha256:2d0225ee763497f1d446ddbef72d912133ab20672e88f0d560ae3fb3fbbcff28

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-28T19:34:27.009061Z digest=sha256:0e13aa7dfd9c8382c4a982dfbdabf5e5f0616b7dd068b746059111157181a904

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-06-28T11:24:01.547119Z digest=sha256:0f9916c56dca26d92a822369a993c9c60f961092a463172bcbae54505794cab8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-28T07:07:33.410608Z digest=sha256:67c0771aa3d3f614b36a5c4136593dfd7181919df324bd4ad27fe62a0cfe4e0d

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-06-27T22:16:31.088030Z digest=sha256:4484329ee03cdadac9e2888bd4636b4520955f347177ac1cef7e329ad3761470

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-06-27T06:38:55.992652Z digest=sha256:8dcf6b380909ba986db80befee2a0a565ed6cb7db796cd48cf8cf6c0f052563b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-26T10:44:08.377664Z digest=sha256:3f42d56d2c9d34443463530475e9feeb83c287e2390e0f17798da7f7f5dc949c

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-06-25T23:31:35.874733Z digest=sha256:5f7750226029b93b01f624fb694dcb27377d8dd8ba4854f575820475df019630

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=sha256:173dde55cf2d37bdcba6718e5f42ad07ef11131e9bd500ef6f10306e6fae72a9