Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:36:43.497251Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 2 inbound Pith citation observations for arXiv:2504.12523.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:36:43.497251Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:34:43.717557Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T12:34:47.938909Z
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1512724a-71c7-47c1-8ad7-58e6e2a95f40 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Misleading choices also should include more details, such as number, names, locations, than the correct choice
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7780fd69-317f-4030-9701-08b2b879bbc6 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge RealTime QA: What's the Answer Right Now?
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad26d532-4064-4fb6-84ab-c4cbcd82bd3c · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e6e5bb73-b372-4596-8155-45df6c1ebfb4 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Rephrasing natural text data with different languages and quality levels for Large Language Model pre-training
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb8211bb-4c63-4cfa-bba3-301b08790afe · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6ce6afb-15dd-4da2-a8d4-9a006ad431f2 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation de6dd189-14e3-4db7-9572-2dd51c384b15 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge content” and “role
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d4189809-4184-4554-b711-bcfbada5493b · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge the person,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7142517a-ecd9-4557-8b7d-c466f8f8d97d · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Do not assume the reader has seen previous questions
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a81f715a-d6fa-4dde-a6f4-57fca9ee067c · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2e6e0dff-e013-42ba-b4da-46fc116b954d · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 88ac075a-d7ec-4101-83bb-a2897351ae92 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge If quotation marks are necessary within content, use single quotes (”) instead
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ea41329f-046e-45ac-a569-3dba8412c101 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 15a1839a-c769-4acf-b74b-45b87ab62d1c · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge For example, an answer should explain what was true before the change, when the change occurred, and how the fact evolved into its new state
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 749d8160-bacb-438e-928a-9555cfade64f · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge MoMa is free for full-time students from Columbia University and CUNY schools,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 594b65a3-1a24-4e01-9e22-71b735e4ee71 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Avoid previous fact, past results, or accomplishments that cannot be any different in the future
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d8f37fd2-a131-45a3-9284-47b7a7ab0eb8 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Exclude very stable attributes that are unlikely to change or require unrealistic assumptions for change
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 889ed30e-cc56-4565-88ac-74bc1206deb2 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Avoid subjective opinions, speculative commentary, or obscure and vague answers
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f8914582-9cd5-4e20-986c-76a8abdb74b2 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge actively,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a88fc2b5-ffad-4c07-a0ee-2b60a4613814 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge there exists nonfactual information in bad statements
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation aacab250-7bd3-4f5c-8c15-a6edb3e866f9 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge bad statements, which might use present tense, describe past reality or achieved results that are not subject to possible changes
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cda24b43-1f62-4cfe-9131-8ee586214cb0 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8093e9be-1c8c-4548-a93c-f61c2cf5e11b · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Label: good
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 85d75a14-32a0-4ff6-8831-b743f98eba0a · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge New York Yankees
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ba421787-0e34-4d5f-ae9a-e8f5284f2078 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Emma Watson has been involved in various sustainable fashion projects
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4544bdd3-1a7e-430f-90c8-987d4113182c · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 361c80b3-15e2-4550-b9df-d7a45182bada · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge retirement,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2eedb8be-8529-4ef8-a782-fae3d3199dd1 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge This fact is not changeable
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 986ccd76-e827-4f99-a547-0f4afb886d6a · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d9c2d89b-f45a-4a05-87f6-a9b5bf1cb4eb · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge In each guideline, specify these concrete details in one or two sentences
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 32b8c2eb-ac7a-4599-845a-a015e057a2f9 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 888557ba-4b45-45dc-bf92-2487635d9fd9 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1a4d1a5f-d897-4e1a-ac98-538ee87a5aa3 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e45a5662-714c-4117-a9bd-2f4a6e9c8316 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 414d3b34-3cf5-48ed-9882-b074c10c7e71 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2bf093de-dba7-4f5c-ad25-83ee18d086f0 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bccfe4eb-4691-40e0-81ef-b44c51340d75 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Instruction:
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2346e07f-572e-497c-939d-37ed0c40fe30 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f588d80e-deb2-4d0b-a695-b8d2973866e4 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge However, do not change the core of the original article: {update}
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4783b219-b4f1-4634-ab92-1be1bd5c086b · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Date:",
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 50150051-8cc1-48dd-8e0e-9824bdd8f45d · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Any new information must not contradict the original AI-generated article
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6ea5156b-2a52-4aa3-8f1c-5e6f42a4a5e2 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 55f59bc7-144c-42f6-a726-9b2b54bfd7f1 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge {excerpt}
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8c3e498f-7bb5-41d7-80f0-eec1f2257e61 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43fb8dcf-d800-4f44-9b88-a289bec15476 · outbound
Memorization vs. Reasoning: Updating LLMs with New Knowledge The Llama 3 Herd of Models
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a41eed5-a02d-4c68-ba40-7261c8fedd9a · inbound
ScienceMeter: Tracking Scientific Knowledge Updates in Language Models Memorization vs. Reasoning: Updating LLMs with New Knowledge
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ad3d40cf-17ea-4218-8861-0dc09250058e · inbound
Can a Language Model Learn Facts Continually in Its Weights? Memorization vs. Reasoning: Updating LLMs with New Knowledge
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.