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Paper Citation Record · LEDGER

The Reality of AI and Biorisk

As of 23 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 6 inbound Pith citation observations for arXiv:2412.01946.

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

pith.paper-citation-record.v1
2412.01946 v3

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:05:29.876754Z

measured 82 of 82 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:32:19.351384Z

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

76 of 76 outbound references displayed

  • verified exact4
  • verified fuzzy47
  • unresolved24
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation dc156c13-b0db-4d52-b5b9-77a29424294e · outbound

This paper cites write newline.

The Reality of AI and Biorisk write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.552881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.552881Z digest=sha256:9586cc68c3f423fe73f292d522d76396213b28eb84103e6f92884a222edf6ee6

Observation 528dad7f-f576-45c0-b43d-6a3734895859 · outbound

This paper cites Ballard, Joshua Bambrick, Sebastian W.

The Reality of AI and Biorisk Ballard, Joshua Bambrick, Sebastian W

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.558881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.558881Z digest=sha256:b9dde5c9fb9e9e3ca9fb1dd45095f52dc4c613cd38fcc429bb2c0716da243a24

Observation 37385a21-bd93-4dd9-afa4-4a16ddc8dd81 · outbound

This paper cites Advanced technology: Examining threats to national security, 2023.

The Reality of AI and Biorisk Advanced technology: Examining threats to national security, 2023

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.563884Z digest=sha256:4bf6ce717664831292ba876e87c3308a4df5e833d6f581ba0d9d2e0305c45620

Observation ca2eb5ce-cf21-45f3-a3ef-3256e29820ad · outbound

This paper cites Preparing the federal response to advanced technologies, 2023.

The Reality of AI and Biorisk Preparing the federal response to advanced technologies, 2023

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.568589Z digest=sha256:cb2fcaba7719d333476325cd929ca4b80f928c8ab686af52e60eebf096d231ee

Observation bac8d791-ae51-4844-827c-ec8a5ba732aa · outbound

This paper cites Frontier threats red teaming for AI safety, 2023.

The Reality of AI and Biorisk Frontier threats red teaming for AI safety, 2023

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation b3ad50ca-e54e-4717-a74f-7cb81a864689 · outbound

This paper cites Claude 3 model card, 2024.

The Reality of AI and Biorisk Claude 3 model card, 2024

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.577526Z digest=sha256:7eac5d7242ada8a5576fa27fef001b613d9accc05382e087c9d24b41d4c84c80

Observation 9a56352a-aabc-4773-843e-f64cf2006f3c · outbound

This paper cites Humphreys, Qian Cong, David Baker, and Frank DiMaio.

The Reality of AI and Biorisk Humphreys, Qian Cong, David Baker, and Frank DiMaio

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.582152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.582152Z digest=sha256:4670ea0a5c3bee7c0af051b5014fcb177ee46ca5883dca9726ccfccb1cc61762

Observation 8a23ce00-c607-40cf-ba02-0570d6da9d78 · outbound

This paper cites AI and BioRisk : An explainer, 2023.

The Reality of AI and Biorisk AI and BioRisk : An explainer, 2023

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.587117Z digest=sha256:ce8df7ddab28fd1787c015a8443b52b1dfc15762cf073bf8861267548ede2434

Observation 7e4acdd2-274c-4773-92cd-ebea9caeb755 · outbound

This paper cites Could AI -designed proteins be weaponized? 2024.

The Reality of AI and Biorisk Could AI -designed proteins be weaponized? 2024

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.591146Z digest=sha256:f1dab4c187d684a1982c1e988de7dd35e183d1abd9dd5d857e992a1dd3dcc5df

Observation 58a7aa42-7a4e-43ef-9d01-06970f12646a · outbound

This paper cites Campbell, Jonathan Herington, and Andrew D.

The Reality of AI and Biorisk Campbell, Jonathan Herington, and Andrew D

Reference 10

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unresolved
no resolver link, observed 2026-08-12T00:05:29.595019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.595019Z digest=sha256:edeb19ab29b0218961411233bcf4bd9c0b1a0b8a7ea355f2e0d7752a23de19ac

Observation 9b34d99b-31ee-4230-bcb6-477854cd8ca6 · outbound

This paper cites risk, alignment, and guarding against doomsday scenarios.

The Reality of AI and Biorisk risk, alignment, and guarding against doomsday scenarios

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 62dd3cee-778d-49fe-b78d-5094efee2b75 · outbound

This paper cites Schneider, Andrew W.

The Reality of AI and Biorisk Schneider, Andrew W

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.603044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.603044Z digest=sha256:dc737a947b5ccd0bf892473571b85ca901d4a6778606f6ccae055fe5a100d423

Observation a38bd3ad-97f1-40d4-bc80-cd013dc924cd · outbound

This paper cites Cummings, Kaitlin M.

The Reality of AI and Biorisk Cummings, Kaitlin M

Reference 13

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 603d2aff-e3b0-4c6b-9ef3-0932457a97e5 · outbound

This paper cites Aya Expanse: Combining Research Breakthroughs for a New Multilingual Frontier.

The Reality of AI and Biorisk Aya Expanse: Combining Research Breakthroughs for a New Multilingual Frontier

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.610745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.610745Z digest=sha256:cd3a21a4c7096a7c12b51a3104d4f689e55297ab6b45f591238cf3825390e043

Observation 04b8fbfd-94ac-434f-9cf9-0c905f27ad1b · outbound

This paper cites Dauparas, I.

The Reality of AI and Biorisk Dauparas, I

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.615380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.615380Z digest=sha256:c298af70d8347e9980468ae650e801eea7716ae9bb1123a43ac3fdbf2a1c345c

Observation 5319938b-26ca-4db8-90da-cebda2d3096b · outbound

This paper cites an unresolved cited work.

The Reality of AI and Biorisk Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:05:31.003455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.619854Z digest=sha256:f4e27c59fef9728f4fabb0120844253b7d6a621cd9d79e8447a5058f743ebc4e

Observation 78ae40b7-7015-4c93-9633-fd0ed81ac8de · outbound

This paper cites Synthetic biology: Applying engineering to biology, 2005.

The Reality of AI and Biorisk Synthetic biology: Applying engineering to biology, 2005

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.623968Z digest=sha256:f712a362a9146c5ca88bc7a95faead85147ec907c16045e9445186d597d1a3ed

Observation efdd156d-6e07-4948-80f0-dff9a8ba4993 · outbound

This paper cites Regulation ( EU ) 2024/1689 of the European Parliament : Laying down harmonised rules on artificial intelligence ( Artificial Intelligence Act) , 2024.

The Reality of AI and Biorisk Regulation ( EU ) 2024/1689 of the European Parliament : Laying down harmonised rules on artificial intelligence ( Artificial Intelligence Act) , 2024

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.628063Z digest=sha256:49f553d655e1191d5286459fdf08d9d6455f2aa81fd41849aa67e2b1d677ca6b

Observation f9bb673d-68b3-45d3-91c0-55e6970dfcef · outbound

This paper cites AI in infectious diseases: The role of datasets.

The Reality of AI and Biorisk AI in infectious diseases: The role of datasets

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation c5131f5c-be51-493e-b8dc-4e4774a315c1 · outbound

This paper cites A national security insider does the math on the dangers of AI.

The Reality of AI and Biorisk A national security insider does the math on the dangers of AI

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 1f109084-0bc6-4e70-a3c4-35c9591b1819 · outbound

This paper cites AlphaFold 3 predicts the structure and interactions of all of life’s molecules, 2024.

The Reality of AI and Biorisk AlphaFold 3 predicts the structure and interactions of all of life’s molecules, 2024

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.933958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 8ea0dee6-5aba-483e-b693-0ad86c02b506 · outbound

This paper cites Machine learning and deep learning in synthetic biology: Key architectures, applications, and challenges.

The Reality of AI and Biorisk Machine learning and deep learning in synthetic biology: Key architectures, applications, and challenges

Reference 22

Resolution
verified exact
doi, observed 2026-08-12T00:05:29.965347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.645511Z digest=sha256:f5de9420d420cb1af3dcbb78b4c9cf2c2bbdb1a892e90dcb84f0022a76264638

Observation d3a1bff3-7e87-4d9c-a22d-dcb7f2509a80 · outbound

This paper cites Seven myths & realities about do-it-yourself biology, 2013.

The Reality of AI and Biorisk Seven myths & realities about do-it-yourself biology, 2013

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 7f04d6d0-0ab9-47f4-bb30-08f70569b494 · outbound

This paper cites Managing risks from AI -enabled biological tools, 2024.

The Reality of AI and Biorisk Managing risks from AI -enabled biological tools, 2024

Reference 24

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.654917Z digest=sha256:28c7765c6cbe07cd0c89caff4084fd5b7eb233b8e46adab751dde14327889ef4

Observation 0a6f54c5-6733-402e-b824-02959fb69157 · outbound

This paper cites Sofroniew, Deniz Oktay, Zeming Lin, Robert Verkuil, Vincent Q.

The Reality of AI and Biorisk Sofroniew, Deniz Oktay, Zeming Lin, Robert Verkuil, Vincent Q

Reference 25

Resolution
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no resolver link, observed 2026-08-12T00:05:29.659507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.659507Z digest=sha256:b6b2e568376a72d0c0c70ede24b34890c57970343e4be8ef33a338de56f1cb62

Observation d8c23c9e-484b-485c-a56b-6710c3105dbe · outbound

This paper cites On the Limitations of Compute Thresholds as a Governance Strategy.

The Reality of AI and Biorisk On the Limitations of Compute Thresholds as a Governance Strategy

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.663966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.663966Z digest=sha256:1f1bca37ceaa6bec59cc092dfc9c0b0e63baaddc952e0f5224b5bc6ac4e49be3

Observation 56e84d2d-807f-4722-b715-581f78c35917 · outbound

This paper cites LLMs can generate robotic scripts from goal-oriented instructions in biological laboratory automation.

The Reality of AI and Biorisk LLMs can generate robotic scripts from goal-oriented instructions in biological laboratory automation

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.669763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.669763Z digest=sha256:86d021cf618dd06ebec8e5f776d3795a0f27e69d5ac2214cadffd9eafa8cbe62

Observation a15fe1d8-be7b-4ca9-bfe6-1af59ea282e2 · outbound

This paper cites Synthetic biology and biosecurity: Challenging the “myths”.

The Reality of AI and Biorisk Synthetic biology and biosecurity: Challenging the “myths”

Reference 28

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 0d78a09a-fc77-4e02-83c6-ac43dfeaecb0 · outbound

This paper cites Carter, Nazish Alexanian, Oliver Crook, Samuel Curtis, Richard Moulange, Shrestha Rath, Sophie Rose, and Jennifer Clark.

The Reality of AI and Biorisk Carter, Nazish Alexanian, Oliver Crook, Samuel Curtis, Richard Moulange, Shrestha Rath, Sophie Rose, and Jennifer Clark

Reference 29

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.679039Z digest=sha256:8d9045fbb28c4e703668e746c7c83900a2da98e3cb95bb5b204d7ab7c265c84f

Observation 01bf0a17-7a28-43e6-a631-b76c95511c4a · outbound

This paper cites Medical Adaptation of Large Language and Vision-Language Models: Are We Making Progress?.

The Reality of AI and Biorisk Medical Adaptation of Large Language and Vision-Language Models: Are We Making Progress?

Reference 30

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.683398Z digest=sha256:a2fad9b5eb3c6f0b75e5cf4cc1b9eb1d6af93566eea122dd2f9368d9c0420576

Observation b3257f4a-0258-4db5-a163-f64c36bdb3ef · outbound

This paper cites an unresolved cited work.

The Reality of AI and Biorisk Unresolved cited work

Reference 31

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 89a47988-cb5d-4215-80e8-0db7697de060 · outbound

This paper cites an unresolved cited work.

The Reality of AI and Biorisk Unresolved cited work

Reference 32

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 0660e8b7-8c65-4358-81e4-16f8c57ec7fc · outbound

This paper cites On the Societal Impact of Open Foundation Models.

The Reality of AI and Biorisk On the Societal Impact of Open Foundation Models

Reference 33

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unresolved
no resolver link, observed 2026-08-12T00:05:29.695340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.695340Z digest=sha256:170d208cdec8c6c1244ea862a575da75578744633fcd6b661ac0eeb02e14769a

Observation 6e5a4b8f-0e05-45c1-a855-9d229839b656 · outbound

This paper cites an unresolved cited work.

The Reality of AI and Biorisk Unresolved cited work

Reference 34

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.699351Z digest=sha256:18d1eb25385f74afb65b2cd6f42c5993d4d94a8eff5aabf359e9ce709f52fa24

Observation f831a554-fb50-42dc-ae76-ab89b44585ef · outbound

This paper cites Zilinskas, and Jens H.

The Reality of AI and Biorisk Zilinskas, and Jens H

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.703304Z digest=sha256:2c5119e10ee4238cb1048f6522522f1c9339ad2df42ad88e6fdc7a3731630c1a

Observation 47c66344-25f0-4faf-97f3-ba5de62adcc0 · outbound

This paper cites Koblentz, and J Rodgers.

The Reality of AI and Biorisk Koblentz, and J Rodgers

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.822362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.707081Z digest=sha256:a3675d4d62238727c7b0aee0aa092b06ba2b94fefe599002c3e75a5de8213786

Observation f691ea6f-ead1-4434-93a2-349a6dcdb8c1 · outbound

This paper cites The Data Provenance Initiative: A Large Scale Audit of Dataset Licensing & Attribution in AI.

The Reality of AI and Biorisk The Data Provenance Initiative: A Large Scale Audit of Dataset Licensing & Attribution in AI

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.711347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.711347Z digest=sha256:d45fb463ec777827147d3e80d810c28734db38969b1bebac2bcba4dbd383d30a

Observation 8da61756-d830-4ae4-8bd9-fd99d7684b9f · outbound

This paper cites Lee, Campbell S.

The Reality of AI and Biorisk Lee, Campbell S

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.808385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.715931Z digest=sha256:9728b56a987d80c8c57536443387746bc6cae945d6b2dd4e12247f41813f787a

Observation bc2aec2a-a6a6-4b60-a679-eb017abcc11f · outbound

This paper cites AI -powered biological warfare is ‘biggest issue,’ former Google exec warns , 2022.

The Reality of AI and Biorisk AI -powered biological warfare is ‘biggest issue,’ former Google exec warns , 2022

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.794663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.720122Z digest=sha256:1c6854491d494f53445284da893d63e468004a2d1d39d65ea59cd654fd91ee64

Observation f3a4b174-86ee-419e-b7cb-38d1d915524e · outbound

This paper cites Biological sequence models in the context of the AI directives, 2024.

The Reality of AI and Biorisk Biological sequence models in the context of the AI directives, 2024

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.779931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.724120Z digest=sha256:c45dc16349dccac28ae244658a52ef2a2a3b44f83b72c06d60edbb44ad83fee9

Observation 09c50320-682f-4034-9afd-296d803d43eb · outbound

This paper cites Dozens of Top Scientists Sign Effort to Prevent A.I.

The Reality of AI and Biorisk Dozens of Top Scientists Sign Effort to Prevent A.I

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.764823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.728592Z digest=sha256:8afae9d8a4c9206d613511a6ac66448e81ce4587159892e037942d983e23cd87

Observation 7679ba71-1690-4305-966c-387c798d500b · outbound

This paper cites Towards Responsible Governance of Biological Design Tools.

The Reality of AI and Biorisk Towards Responsible Governance of Biological Design Tools

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.732941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.732941Z digest=sha256:56c0bc0019b81f225518ccd559edc69217dcb5c7c76beb53653d2a46fad68450

Observation 5bb5caef-7e4e-4f52-93f0-67a31940a944 · outbound

This paper cites Mouton, Caleb Lucas, and Ella Guest.

The Reality of AI and Biorisk Mouton, Caleb Lucas, and Ella Guest

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.749953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.737686Z digest=sha256:a853f4ad424ffb86c06a95e48b0bed9bc1271c5e0d9a1bf58327b870725ad748

Observation ef27143c-1123-43c8-8a64-3773f9908609 · outbound

This paper cites Written testimony for Senate Homeland Security and Governmental Affairs Subcommittee on Emerging Threats and Spending Oversight hearing on Advanced Technology , 2023.

The Reality of AI and Biorisk Written testimony for Senate Homeland Security and Governmental Affairs Subcommittee on Emerging Threats and Spending Oversight hearing on Advanced Technology , 2023

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.735125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.741985Z digest=sha256:9de4625bcc4fea704cdca671923c1ff62f0fadec3a9acd55a8d72214e846be65

Observation 57f2e1f6-d018-45a7-bcf9-0fc8d7f7fc1b · outbound

This paper cites Biodefense in the Age of Synthetic Biology.

The Reality of AI and Biorisk Biodefense in the Age of Synthetic Biology

Reference 45

Resolution
malformed identifier
doi_truncated, observed 2026-08-12T00:05:29.927706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.746467Z digest=sha256:0102816bee96fbf64064c2218155ed84fab8f786275f71c839694f62f75a0d25

Observation 08f4d815-a04b-46a4-b1e4-9f2ab1190cc7 · outbound

This paper cites Biotechnology Research in an Age of Terrorism.

The Reality of AI and Biorisk Biotechnology Research in an Age of Terrorism

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.720677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.750789Z digest=sha256:229047aebec0fe91aa1ba71a1453e698c6bb7a1d52246e2ab4a6b8d730d0a01f

Observation 428083f5-5dd3-437d-b279-783a783e01fe · outbound

This paper cites Evidence-based laboatory biorisk management - science and technology roadmap.

The Reality of AI and Biorisk Evidence-based laboatory biorisk management - science and technology roadmap

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.707100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.755081Z digest=sha256:88bd3a91bde613962e36e513d9ee65706e0d5c4ba0f2f093ec6b8258e1a1b8ed

Observation cf6412bb-9b46-40eb-8675-78d1fedc850a · outbound

This paper cites Dual-use foundation models with widely available model weights, 2024.

The Reality of AI and Biorisk Dual-use foundation models with widely available model weights, 2024

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.693372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.759392Z digest=sha256:bda27ab6421790d8c8a0508f549c3a0aa85298a283cc7cf3e4b517b2dec6fd09

Observation f166cfcb-473d-4d52-acf7-3bf388f18f9f · outbound

This paper cites HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution.

The Reality of AI and Biorisk HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.763597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.763597Z digest=sha256:4ba2752560ab7150802d812549e0e9d6bf49b28440b46dda1a8444aa51c59a62

Observation 75b7598f-5413-4bd8-91c0-1302c1c27a9b · outbound

This paper cites Managing misuse risk for dual-use foundation models, 2024.

The Reality of AI and Biorisk Managing misuse risk for dual-use foundation models, 2024

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.679639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.767983Z digest=sha256:bd044a8845d8519857f3bf955dac0319c54bd493afedd2e66771b3314a9cf9a4

Observation 5d77137f-6bfb-4806-ba9a-15541f288a81 · outbound

This paper cites White paper 3: Risks of AIxBio , 2024.

The Reality of AI and Biorisk White paper 3: Risks of AIxBio , 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.666000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.771938Z digest=sha256:16c742ef4a0a01f23bb54c73eea9ee850d430d2b88c569bfd9b88e7733a1a5e4

Observation 553b9422-843e-46cc-8f36-2a117bdc7a43 · outbound

This paper cites Building an early warning system for LLM -aided biological threat creation, 2024 a.

The Reality of AI and Biorisk Building an early warning system for LLM -aided biological threat creation, 2024 a

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.653073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.775584Z digest=sha256:27ea6930fb80694c14fc4483f1d47f85b0a1492c521c101ea89e20508b8ddff6

Observation d70a50cc-b837-48bf-acd6-2844220155b2 · outbound

This paper cites OpenAI and Los Alamos National Laboratory announce bioscience research partnership , 2024 b.

The Reality of AI and Biorisk OpenAI and Los Alamos National Laboratory announce bioscience research partnership , 2024 b

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.639533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.779224Z digest=sha256:b574d211e60301a3c9dff0025ab4f3adbcc250e04e7379d4354a47e564791019

Observation 6fa67c93-f22b-43ee-8a63-a394efcb83b9 · outbound

This paper cites o1 system card, 2024 c.

The Reality of AI and Biorisk o1 system card, 2024 c

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.626249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.782993Z digest=sha256:a76d734a0f82f34e0ac64e26b421078bc5dda83b7aae0b07fbdd1fa468a489c8

Observation b9e0297c-a6e7-4740-90de-1e94bda0d9eb · outbound

This paper cites B arriers to B ioweapons.

The Reality of AI and Biorisk B arriers to B ioweapons

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.786731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.786731Z digest=sha256:8c39a1238bba8ecf9208e7aa5a323d585300fab4707494f885141cf7aa3a1aa1

Observation 7957b21d-5362-4f33-9806-63a1fba94f68 · outbound

This paper cites Read, Edward N.

The Reality of AI and Biorisk Read, Edward N

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.612603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.790536Z digest=sha256:493a140ed6df6d9895dae26cceb9ff17f12150ce88e0b8b469e7859af9ffd838

Observation 189b180c-171e-4622-ab89-f5d3fbc94896 · outbound

This paper cites Open Problems in Technical AI Governance.

The Reality of AI and Biorisk Open Problems in Technical AI Governance

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.794365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.794365Z digest=sha256:e55aa0aba21f9d6ad2c40bb1dce4d7b81de219c14d5b4155cc923a61b8153e63

Observation f6a35d4f-fd22-4ba1-a95c-ac541482e2b7 · outbound

This paper cites US senators express bipartisan alarm about AI , focusing on biological attack, 2023.

The Reality of AI and Biorisk US senators express bipartisan alarm about AI , focusing on biological attack, 2023

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.598820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.798219Z digest=sha256:864db4459117bef62e9c8e3f7552af82cb80f8c26d9ef38aa634fdf9b59c13b8

Observation 427656c0-0b3a-40b3-9bb4-e80c3c47f434 · outbound

This paper cites Towards quantifying the risk of LLMs raising lone-wolf bioterrorism (forthcoming).

The Reality of AI and Biorisk Towards quantifying the risk of LLMs raising lone-wolf bioterrorism (forthcoming)

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.585017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.802165Z digest=sha256:be4db18dd2e769737301321608c467109b5175cbd64f996adae638ff4a94cb76

Observation 19e2fe6c-4dd5-4422-aadc-2d7ec40b6da6 · outbound

This paper cites The near-term impact of AI on biological misuse, 2024.

The Reality of AI and Biorisk The near-term impact of AI on biological misuse, 2024

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.571071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.806005Z digest=sha256:d8689d9f05145576f800279a9a7a1c24044f29157ed2ec92b5b4f07177765ef6

Observation 7fb7e2ae-9cce-4182-a010-d04d8c84f5e2 · outbound

This paper cites Who should we fear more: Biohackers, disgruntled postdocs, or bad governments? a simple risk chain model of biorisk.

The Reality of AI and Biorisk Who should we fear more: Biohackers, disgruntled postdocs, or bad governments? a simple risk chain model of biorisk

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.556806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.810406Z digest=sha256:0c723240dc63b7d1dcdd6fb120d8fe892871af68c64060418bc51e8773c879db

Observation 5858bdce-148f-40bf-8e5b-21f8500837ef · outbound

This paper cites Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning.

The Reality of AI and Biorisk Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.814683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.814683Z digest=sha256:6e30047c912782917a4abf7f2c0e97f6e26a334df4f161d7a2f4908add7c4cf5

Observation 1ab4db9b-f2e6-4abf-8061-82686a994d2a · outbound

This paper cites Can large language models democratize access to dual-use biotechnology?.

The Reality of AI and Biorisk Can large language models democratize access to dual-use biotechnology?

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.819311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T00:05:29.819311Z digest=sha256:10a493dae3e68d51b130a1a55937be75046a43698ea43eb1bc2bf021a2782472

Observation c528aad3-bc2f-47a4-96b4-05a6e960d869 · outbound

This paper cites Terwilliger, Dorothee Liebschner, Tristan I.

The Reality of AI and Biorisk Terwilliger, Dorothee Liebschner, Tristan I

Reference 64

Resolution
verified exact
doi, observed 2026-08-12T00:05:29.913569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.823814Z digest=sha256:b0251e5a10e76c3eee270392249490c3a0d0d28773c0874d86363e7694610354

Observation ee08040a-9f19-457e-babd-4dd7dd94ce29 · outbound

This paper cites Science in the age of AI , 2024.

The Reality of AI and Biorisk Science in the age of AI , 2024

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.542909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.828116Z digest=sha256:1967013eb9553ebc3de3a49771090ec644861d7c384bda81e1931777e0ea7efc

Observation dbc6d02d-b907-4afb-b8aa-eafb510c8d61 · outbound

This paper cites Executive order on the safe, secure, and trustworthy development and use of artificial intelligence, 2023.

The Reality of AI and Biorisk Executive order on the safe, secure, and trustworthy development and use of artificial intelligence, 2023

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.529149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.832316Z digest=sha256:123068dddaa0f6faa08f5799875ab3e2852f5d4fdad6e10684b945bebecca62e

Observation 0f27b404-f7d9-4e03-be43-14cb73bb6294 · outbound

This paper cites de Brevern.

The Reality of AI and Biorisk de Brevern

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.515822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.836720Z digest=sha256:ce7db2e118f534a6d1c979539203e1a2a65cdc56ccb6dc0dccf4fabdc6dd6f25

Observation b00effcd-d0ac-418a-b11e-26d45b7da273 · outbound

This paper cites AI safety institute approach to evaluations, 2024.

The Reality of AI and Biorisk AI safety institute approach to evaluations, 2024

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.503262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.840934Z digest=sha256:db072ce5761289a30b76267f4dc90d7cbdd0e1a37a919134e32f34ca0d7889aa

Observation d32d1f03-192f-4d67-832e-063cbcaec724 · outbound

This paper cites The Bletchley Declaration by Countries Attending the AI Safety Summit, 1-2 November 2023 , 2023.

The Reality of AI and Biorisk The Bletchley Declaration by Countries Attending the AI Safety Summit, 1-2 November 2023 , 2023

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.489007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.845282Z digest=sha256:5b53adf16e9794beadf3fc2443090a750819a21f9e504bfcf5d43b74d7adfd50

Observation 2d2052ae-9cae-4c56-b83b-d45c81a2c58e · outbound

This paper cites New commitment to deepen work on severe AI risks concludes AI seoul summit, 2024.

The Reality of AI and Biorisk New commitment to deepen work on severe AI risks concludes AI seoul summit, 2024

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.473513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.849927Z digest=sha256:a7d27be06a3a80172cf5a3ab4db3db54ef594fa2cdf15eb69db92fde54657f05

Observation 57814185-53d8-4813-8d5c-02dab5ecc492 · outbound

This paper cites History of the biological weapons convention.

The Reality of AI and Biorisk History of the biological weapons convention

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.458647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.854152Z digest=sha256:921182aeb35183441a244f77fd31aa3ee7b68dad946b4e7a7bb190704bfa655a

Observation e3c5baa1-d203-4975-ab7b-7bbedfcd04e6 · outbound

This paper cites Amerithrax investigative summary.

The Reality of AI and Biorisk Amerithrax investigative summary

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.444195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.858730Z digest=sha256:318b7f2618c7b9531a52e17f7040baa8f59fc0625f9e3347bf349059226866a9

Observation 89f8301d-2fdd-45cd-ba06-891d10662299 · outbound

This paper cites Biosafety levels, 2015.

The Reality of AI and Biorisk Biosafety levels, 2015

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:05:30.429714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-12T00:05:29.863042Z digest=sha256:5a482dd54fd9055d91b2ae1d7e773f498b45a02a8de342e8cafdb95a8f6b413e

Observation e2da095d-bc3c-4c6c-90f4-27acd615165f · outbound

This paper cites Attention Is All You Need.

The Reality of AI and Biorisk Attention Is All You Need

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-12T00:05:29.868032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites What is dual-use research of concern?, 2020.

The Reality of AI and Biorisk What is dual-use research of concern?, 2020

Reference 75

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 9dc9e319-c420-4f87-99e6-90534531977f · outbound

This paper cites Specialized Foundation Models Struggle to Beat Supervised Baselines.

The Reality of AI and Biorisk Specialized Foundation Models Struggle to Beat Supervised Baselines

Reference 76

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

Observation 5e4ce984-71d0-4a24-8fc2-354289a40960 · inbound

Forbidden Science: Dual-Use AI Challenge Benchmark and Scientific Refusal Tests cites this paper.

Forbidden Science: Dual-Use AI Challenge Benchmark and Scientific Refusal Tests The Reality of AI and Biorisk

Reference 27

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Observation 957864b2-1f23-43f9-8736-a828b7fc346b · inbound

AI Safety Should Prioritize the Future of Work cites this paper.

AI Safety Should Prioritize the Future of Work The Reality of AI and Biorisk

Reference 85

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unresolved
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Source-reported events for the cited work

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Observation e0d6aad1-8bb8-4526-bb67-142401a1620f · inbound

Virology Capabilities Test (VCT): A Multimodal Virology Q&A Benchmark cites this paper.

Virology Capabilities Test (VCT): A Multimodal Virology Q&A Benchmark The Reality of AI and Biorisk

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Preliminary suggestions for rigorous GPAI model evaluations cites this paper.

Preliminary suggestions for rigorous GPAI model evaluations The Reality of AI and Biorisk

Reference 6

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Source-reported events for the cited work

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Observation c7f632f8-317c-4ecc-9206-6caee9e01b0a · inbound

Jailbroken Frontier Models Retain Their Capabilities cites this paper.

Jailbroken Frontier Models Retain Their Capabilities The Reality of AI and Biorisk

Reference 21

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation eddc6f09-0064-4a25-a67e-03877404bb89 · inbound

Two AI Metrics Diverged: Will it Make All the Difference? cites this paper.

Two AI Metrics Diverged: Will it Make All the Difference? The Reality of AI and Biorisk

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-07-02T12:36:55.972322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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