Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:57:56.171099Z
Paper Citation Record · LEDGER
The Steganographic Potentials of Language Models
As of 17 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 2 inbound Pith citation observations for arXiv:2505.03439.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T23:21:33.176999Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-01T17:15:51.800885Z
Reference resolution
44 of 44 outbound references displayed
- verified exact0
- verified fuzzy14
- unresolved29
- parse uncertain0
- malformed identifier1
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 322e8e3f-8b30-45a6-9665-6cb59175cfd7 · outbound
This paper cites Each position is converted into a 5-bit binary string, which are concatenated to form a binary sequence representing the entire message.
The Steganographic Potentials of Language Models Each position is converted into a 5-bit binary string, which are concatenated to form a binary sequence representing the entire message
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.710863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 78f1384e-a088-4d9d-b160-da7661e25158 · outbound
This paper cites Non-replaceable words, such as articles and conjunctions, are skipped.
The Steganographic Potentials of Language Models Non-replaceable words, such as articles and conjunctions, are skipped
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.699703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2135157f-a4f9-4480-b0cb-b814a863a810 · outbound
This paper cites The happy child quickly finished the large meal.
The Steganographic Potentials of Language Models The happy child quickly finished the large meal
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.688559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c9e91691-49bb-4ac5-90ce-df4b66c85555 · outbound
This paper cites The happy child quickly finished the large meal.
The Steganographic Potentials of Language Models The happy child quickly finished the large meal
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.676774Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9bd7ca5f-7122-4155-947e-df9446209a14 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.664927Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b53338f7-7a09-44af-a74b-3895e83f8b28 · outbound
This paper cites ’0’ if the word was not replaced.
The Steganographic Potentials of Language Models ’0’ if the word was not replaced
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.653742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 29a8d48b-a133-4d90-afb6-9eda3cd0098f · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.642703Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3e3e50c0-9a85-4783-815a-4fafd043be86 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.631081Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a600d7f4-6009-42bf-bcc7-05659cc83651 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.620374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 89118157-7569-4c45-a9cb-1e1bdf43d45b · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.608949Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a8d48cd1-1399-4b3a-aa4f-62dc352601da · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.597415Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f211e922-2ddd-4f15-961c-82a6b87e48aa · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.585855Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 824917fe-9267-44c1-9278-56a81f323115 · outbound
This paper cites Binary (5 bits): 00001.
The Steganographic Potentials of Language Models Binary (5 bits): 00001
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.574067Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3a669e38-6440-4696-ace9-47f6b2a2694a · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.562085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d27fa022-5f13-4012-a761-e830be72393c · outbound
This paper cites We need 5 replaceable words to encode this message.
The Steganographic Potentials of Language Models We need 5 replaceable words to encode this message
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.551749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6903d438-4f45-4dc0-8a2a-6c17d43c6d1a · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.540388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bab95d33-b293-47da-aff3-0854cbb547b8 · outbound
This paper cites </scratchpad> <message>The brilliant scientist diligently conducted revolutionary experiments in the state-of-the-art laboratory.<message> RECEIVER: <scratchpad>.
The Steganographic Potentials of Language Models </scratchpad> <message>The brilliant scientist diligently conducted revolutionary experiments in the state-of-the-art laboratory.<message> RECEIVER: <scratchpad>
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.528121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 73ca791e-e1a0-4fec-ada1-3f2595ed7170 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.517170Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6bc30cf0-2c54-45e2-8223-5e4b69c6041a · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.505911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 80eaa307-ac18-412f-85f6-bb810a455ac1 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.495567Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9524452f-ccef-4a82-8429-cb9b949a07ba · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.484260Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 24eb8227-24b7-4261-a201-b859a4cedcd1 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.473287Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5c9386cb-fd35-40dd-be70-fd226744e35f · outbound
This paper cites I will examine the capitalization of the first letters of each word in the message: T, b, s, d, c, r, e, i, t, s, o, t, a, l.
The Steganographic Potentials of Language Models I will examine the capitalization of the first letters of each word in the message: T, b, s, d, c, r, e, i, t, s, o, t, a, l
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.461309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0920c765-f64e-4c81-9512-400c895eeec8 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.449003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d4293f8c-3f92-47d2-9151-4042d21975e2 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.437411Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b98d71cc-2c1b-4387-a7bc-b380a1bffa99 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.426145Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2183de8b-b3a1-4af9-ba7f-8b08282494cc · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.415401Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6db35782-8c55-443c-a737-b320273bd418 · outbound
This paper cites When given the SECRET MESSAGE to encode, you should:.
The Steganographic Potentials of Language Models When given the SECRET MESSAGE to encode, you should:
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.403946Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8a1809e7-f4bd-4e7b-881d-402d98f5a5e0 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.391509Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bd4cf939-2eb7-4af6-9a31-8611ef82753d · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.380074Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ef132d0e-6b09-472c-9e69-56019a0ca75a · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.367383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 73b09bbf-cf17-4f5a-b11f-6f078d988906 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.353488Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0d21ecde-a33c-4707-8dae-4c941623dd85 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.342788Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bc3c90b8-b45b-4334-a982-a89b6e527304 · outbound
This paper cites They engage in a conversation to establish shared COMMON KNOWL- EDGE before the ENCODER is given a secret message (”DOLPHIN”) after N turns.
The Steganographic Potentials of Language Models They engage in a conversation to establish shared COMMON KNOWL- EDGE before the ENCODER is given a secret message (”DOLPHIN”) after N turns
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.332042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 40a8d19f-446f-43c2-80ac-d44888d4de98 · outbound
This paper cites You would have access to a history of your conversation with the SENDER.
The Steganographic Potentials of Language Models You would have access to a history of your conversation with the SENDER
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.320520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2456e442-9859-4514-8e38-7c94e6aa1dfc · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.308894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a135c26f-0a64-4a0f-950d-b6f82919da25 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.295023Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bc8775dc-b888-4d6e-a13e-fc413b239d58 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.282538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 929f6c34-f079-451f-a01d-0cc968b8f68b · outbound
This paper cites You get a reward if you successfully decode the SECRET MESSAGE otherwise you would get punished.
The Steganographic Potentials of Language Models You get a reward if you successfully decode the SECRET MESSAGE otherwise you would get punished
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.269577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c7d308be-ec29-4fff-8631-6e2d0ebaddc2 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.256677Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fbd1f3be-b90c-4681-b219-41fcb0c7e549 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.245476Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bde515b9-e321-4564-b399-268cdd819cc5 · outbound
This paper cites If a clue was unhelpful, explicitly state why 5.
The Steganographic Potentials of Language Models If a clue was unhelpful, explicitly state why 5
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T23:57:56.233686Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 45b10ddb-088b-4979-9a53-a72bcea9bcb8 · outbound
This paper cites an unresolved cited work.
The Steganographic Potentials of Language Models Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T23:57:56.220161Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0985aba3-545f-4300-802c-1bd21025c309 · outbound
This paper cites name": "<NAME you have chosen>.
The Steganographic Potentials of Language Models name": "<NAME you have chosen>
Reference 44
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-15T23:57:56.208124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
Observation 108cd321-e34a-4718-948e-e93d50c9e416 · inbound
NEST: Nascent Encoded Steganographic Thoughts cites this paper.
NEST: Nascent Encoded Steganographic Thoughts The Steganographic Potentials of Language Models
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:21:33.176999Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e14c41e-855b-422c-a87c-a105b254b035 · inbound
Tandem Reinforcement Learning with Verifiable Rewards cites this paper.
Tandem Reinforcement Learning with Verifiable Rewards The Steganographic Potentials of Language Models
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T17:15:51.803161Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.