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Paper Citation Record · LEDGER

Memorization vs. Reasoning: Updating LLMs with New Knowledge

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.

pith.paper-citation-record.v1
2504.12523 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:36:43.497251Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:34:43.717557Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:34:47.938909Z

Reference resolution

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy24
  • unresolved21
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1512724a-71c7-47c1-8ad7-58e6e2a95f40 · outbound

This paper cites Misleading choices also should include more details, such as number, names, locations, than the correct choice.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:44.176406Z

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.

source=pdf_text observed=2026-08-16T12:36:43.330772Z digest=sha256:676b60eba6bef86019d0680a6f8a366196c61a7d94119d0167f0dd7b30b0f40a

Observation 7780fd69-317f-4030-9701-08b2b879bbc6 · outbound

This paper cites RealTime QA: What's the Answer Right Now?.

Memorization vs. Reasoning: Updating LLMs with New Knowledge RealTime QA: What's the Answer Right Now?

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T12:36:43.310525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:36:43.310525Z digest=sha256:d5c19aeec9b0db413bb3cab844f8703baee2d5e362378cd42b69608981026556

Observation ad26d532-4064-4fb6-84ab-c4cbcd82bd3c · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:44.148653Z

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.

source=pdf_text observed=2026-08-16T12:36:43.339292Z digest=sha256:a5afec03b3342c7fd5bed8dd883b2b6afb2ebba5235c57b4d2fadc527dd14b69

Observation e6e5bb73-b372-4596-8155-45df6c1ebfb4 · outbound

This paper cites Rephrasing natural text data with different languages and quality levels for Large Language Model pre-training.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T12:36:43.320784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:36:43.320784Z digest=sha256:0030aa59cc9e5a91a8495aa4b42e971a4fc1961a1e992ad1bab7a3b3622cff69

Observation fb8211bb-4c63-4cfa-bba3-301b08790afe · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T12:36:43.325623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:36:43.325623Z digest=sha256:489897043eab16e3be4bd03fb1b59da86c4e994274b3803f59214c397ff5afc7

Observation e6ce6afb-15dd-4da2-a8d4-9a006ad431f2 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:44.162596Z

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.

source=pdf_text observed=2026-08-16T12:36:43.335157Z digest=sha256:a9bba234d4e32a254c38442cd45b507aedf1c7bebff589c93485551afce528ce

Observation de6dd189-14e3-4db7-9572-2dd51c384b15 · outbound

This paper cites content” and “role.

Memorization vs. Reasoning: Updating LLMs with New Knowledge content” and “role

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:44.134635Z

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.

source=pdf_text observed=2026-08-16T12:36:43.343468Z digest=sha256:91428fae2fd565f27aa0857cf54599acdfb490328488aa43dc10787362794bb3

Observation d4189809-4184-4554-b711-bcfbada5493b · outbound

This paper cites the person,.

Memorization vs. Reasoning: Updating LLMs with New Knowledge the person,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:44.121012Z

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.

source=pdf_text observed=2026-08-16T12:36:43.347778Z digest=sha256:10449454cf36e76f033e64ae3a31249bd23c888cfd9bbab05709faaec62aebbe

Observation 7142517a-ecd9-4557-8b7d-c466f8f8d97d · outbound

This paper cites Do not assume the reader has seen previous questions.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Do not assume the reader has seen previous questions

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:44.107576Z

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.

source=pdf_text observed=2026-08-16T12:36:43.352436Z digest=sha256:371448571fc21b537de1e072fbd217bf5b32eff199125612e25fa7a4dac19f8e

Observation a81f715a-d6fa-4dde-a6f4-57fca9ee067c · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:44.093670Z

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.

source=pdf_text observed=2026-08-16T12:36:43.357163Z digest=sha256:d66ccff54f9cda634f4b1c372a2991fd861ab19937e11d84c31a1dc154447eb7

Observation 2e6e0dff-e013-42ba-b4da-46fc116b954d · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:44.079552Z

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.

source=pdf_text observed=2026-08-16T12:36:43.361524Z digest=sha256:3cc581000f38f9fe5aaf7c3425390246772a0b50fc669a2e21c4211198a3d0f8

Observation 88ac075a-d7ec-4101-83bb-a2897351ae92 · outbound

This paper cites If quotation marks are necessary within content, use single quotes (”) instead.

Memorization vs. Reasoning: Updating LLMs with New Knowledge If quotation marks are necessary within content, use single quotes (”) instead

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:44.065390Z

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.

source=pdf_text observed=2026-08-16T12:36:43.365842Z digest=sha256:f3b1ce9eee3cf6fb5362524db92419e1007523cb0f77532fe17d0ef17312678b

Observation ea41329f-046e-45ac-a569-3dba8412c101 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:44.050612Z

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.

source=pdf_text observed=2026-08-16T12:36:43.370390Z digest=sha256:5011fbda25cfaca1c2931db0d6984a1ce7569f6bf458f755b00c3a06ab639a41

Observation 15a1839a-c769-4acf-b74b-45b87ab62d1c · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:44.037044Z

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.

source=pdf_text observed=2026-08-16T12:36:43.374467Z digest=sha256:f65532d89fa510bcb00f610572f419232f8831f3234a69890609cc1b60260a1a

Observation 749d8160-bacb-438e-928a-9555cfade64f · outbound

This paper cites MoMa is free for full-time students from Columbia University and CUNY schools,.

Memorization vs. Reasoning: Updating LLMs with New Knowledge MoMa is free for full-time students from Columbia University and CUNY schools,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:44.022389Z

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.

source=pdf_text observed=2026-08-16T12:36:43.378288Z digest=sha256:2900592a1053a6720a7f308a9868101186502a8ca74c6e2756de14f169698869

Observation 594b65a3-1a24-4e01-9e22-71b735e4ee71 · outbound

This paper cites Avoid previous fact, past results, or accomplishments that cannot be any different in the future.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:44.007716Z

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.

source=pdf_text observed=2026-08-16T12:36:43.382532Z digest=sha256:d6136cd83e1b35c50e6a688c3e24cf54a384a6fc22da7ee98e5b7d920e458cd5

Observation d8f37fd2-a131-45a3-9284-47b7a7ab0eb8 · outbound

This paper cites Exclude very stable attributes that are unlikely to change or require unrealistic assumptions for change.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.993213Z

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.

source=pdf_text observed=2026-08-16T12:36:43.386583Z digest=sha256:3af216225443234b43e6beb8281a96a1f02dc0a14c8219af8ca0d31c937c18e4

Observation 889ed30e-cc56-4565-88ac-74bc1206deb2 · outbound

This paper cites Avoid subjective opinions, speculative commentary, or obscure and vague answers.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Avoid subjective opinions, speculative commentary, or obscure and vague answers

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.979555Z

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.

source=pdf_text observed=2026-08-16T12:36:43.390906Z digest=sha256:0747bc526a76d7837c8d6706bf74489f181c58a1c0865597a66be2406b89af07

Observation f8914582-9cd5-4e20-986c-76a8abdb74b2 · outbound

This paper cites actively,.

Memorization vs. Reasoning: Updating LLMs with New Knowledge actively,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.965675Z

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.

source=pdf_text observed=2026-08-16T12:36:43.395044Z digest=sha256:2fdbe4c86dac352d8557557ba5d9184091ea5e315afedc4b5d3742ac975b683c

Observation a88fc2b5-ffad-4c07-a0ee-2b60a4613814 · outbound

This paper cites there exists nonfactual information in bad statements.

Memorization vs. Reasoning: Updating LLMs with New Knowledge there exists nonfactual information in bad statements

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.950624Z

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.

source=pdf_text observed=2026-08-16T12:36:43.399088Z digest=sha256:cbea30eb3347790edb17b27d137eb3add03dc645fe92d1642bbc98a80da9cccd

Observation aacab250-7bd3-4f5c-8c15-a6edb3e866f9 · outbound

This paper cites bad statements, which might use present tense, describe past reality or achieved results that are not subject to possible changes.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.935545Z

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.

source=pdf_text observed=2026-08-16T12:36:43.402980Z digest=sha256:c33e87a684e47ef6a6450774080125f1a596893caa82e38be11020eac913d51e

Observation cda24b43-1f62-4cfe-9131-8ee586214cb0 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.920205Z

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.

source=pdf_text observed=2026-08-16T12:36:43.406965Z digest=sha256:31a1732571012edf8f966db217d6a2a533f00a569f5f665dca443a289fef93bc

Observation 8093e9be-1c8c-4548-a93c-f61c2cf5e11b · outbound

This paper cites Label: good.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Label: good

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.905959Z

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.

source=pdf_text observed=2026-08-16T12:36:43.411000Z digest=sha256:5468e8d3e3971efbc678d9bbfa56460e04fa53524f235da5600c75a80d93f114

Observation 85d75a14-32a0-4ff6-8831-b743f98eba0a · outbound

This paper cites New York Yankees.

Memorization vs. Reasoning: Updating LLMs with New Knowledge New York Yankees

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.891726Z

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.

source=pdf_text observed=2026-08-16T12:36:43.415326Z digest=sha256:a22965390cbba856d1828df1e1401e718223aa52a80b0979d022e3dccaaaeb2a

Observation ba421787-0e34-4d5f-ae9a-e8f5284f2078 · outbound

This paper cites Emma Watson has been involved in various sustainable fashion projects.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Emma Watson has been involved in various sustainable fashion projects

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.877699Z

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.

source=pdf_text observed=2026-08-16T12:36:43.420986Z digest=sha256:36522db61f048c3df091bae50974bcc1931ab7a2d9a45ae40aca43c4df45073b

Observation 4544bdd3-1a7e-430f-90c8-987d4113182c · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.863685Z

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.

source=pdf_text observed=2026-08-16T12:36:43.425746Z digest=sha256:bd6d586b61c1cc91e077d2d31f6a59f86da4310c89637999816306c90628b2cc

Observation 361c80b3-15e2-4550-b9df-d7a45182bada · outbound

This paper cites retirement,.

Memorization vs. Reasoning: Updating LLMs with New Knowledge retirement,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.850335Z

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.

source=pdf_text observed=2026-08-16T12:36:43.430031Z digest=sha256:df45c7c374219db0fa8b9899b23150dd4970609a58d3971139322c1123103577

Observation 2eedb8be-8529-4ef8-a782-fae3d3199dd1 · outbound

This paper cites This fact is not changeable.

Memorization vs. Reasoning: Updating LLMs with New Knowledge This fact is not changeable

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.836265Z

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.

source=pdf_text observed=2026-08-16T12:36:43.434378Z digest=sha256:c0f620cb894f19c697f1cb226df55e373ba7a41d366ba61e2a9d0f3a73b043d7

Observation 986ccd76-e827-4f99-a547-0f4afb886d6a · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.821924Z

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.

source=pdf_text observed=2026-08-16T12:36:43.438663Z digest=sha256:64dc78fd143491471f2250d9d8f5047cd828e461785b14fc63c4309686b88b31

Observation d9c2d89b-f45a-4a05-87f6-a9b5bf1cb4eb · outbound

This paper cites In each guideline, specify these concrete details in one or two sentences.

Memorization vs. Reasoning: Updating LLMs with New Knowledge In each guideline, specify these concrete details in one or two sentences

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.807208Z

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.

source=pdf_text observed=2026-08-16T12:36:43.442797Z digest=sha256:5be8ac4b88f8d69ea02f4193a3bae62f83ddde9f110807a5913b620003111293

Observation 32b8c2eb-ac7a-4599-845a-a015e057a2f9 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.791837Z

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.

source=pdf_text observed=2026-08-16T12:36:43.447130Z digest=sha256:2ef1d7e057c3a35b67bd336f21f41c0f247fd5ec075ddd1f817131d3225b9fc7

Observation 888557ba-4b45-45dc-bf92-2487635d9fd9 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.777803Z

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.

source=pdf_text observed=2026-08-16T12:36:43.451481Z digest=sha256:0e3b794c8e6ce411f1c877829f3c5046457acf52a2a29ee84e1ebf6075808f95

Observation 1a4d1a5f-d897-4e1a-ac98-538ee87a5aa3 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.762978Z

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.

source=pdf_text observed=2026-08-16T12:36:43.455555Z digest=sha256:01346e1da666a4b18a1b953859056338768561b7c1c5a56b403c259a8276a30b

Observation e45a5662-714c-4117-a9bd-2f4a6e9c8316 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.748279Z

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.

source=pdf_text observed=2026-08-16T12:36:43.459856Z digest=sha256:597038e5db14da34b85a35a52df6cf9723b8352df037743c5be190035c7dac7b

Observation 414d3b34-3cf5-48ed-9882-b074c10c7e71 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.732489Z

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.

source=pdf_text observed=2026-08-16T12:36:43.463956Z digest=sha256:da0ccde3aa8ba286e4b36aa577f88a0a55aaf1ac649155501f9b91e61286d221

Observation 2bf093de-dba7-4f5c-ad25-83ee18d086f0 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.718402Z

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.

source=pdf_text observed=2026-08-16T12:36:43.467890Z digest=sha256:54dc5a724465285db38bc8d7f49863f66a9f3db98222818ff98b484ffe71cc66

Observation bccfe4eb-4691-40e0-81ef-b44c51340d75 · outbound

This paper cites Instruction:.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Instruction:

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.704510Z

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.

source=pdf_text observed=2026-08-16T12:36:43.471917Z digest=sha256:93cca473fcdfe8a0824e2339ab4f387f3c3b1741e8e3e67b62d9e06459918eb8

Observation 2346e07f-572e-497c-939d-37ed0c40fe30 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.689420Z

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.

source=pdf_text observed=2026-08-16T12:36:43.475819Z digest=sha256:43ad6dbe828aa4640c3c72ba2d45996203f1fc5d60c05c65eeaf433a595e8536

Observation f588d80e-deb2-4d0b-a695-b8d2973866e4 · outbound

This paper cites However, do not change the core of the original article: {update}.

Memorization vs. Reasoning: Updating LLMs with New Knowledge However, do not change the core of the original article: {update}

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.672327Z

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.

source=pdf_text observed=2026-08-16T12:36:43.479789Z digest=sha256:ab4a852bc9b182ef572fe5f22efd506262c5ad4f65bf4e0cfc7c67186b9e81f2

Observation 4783b219-b4f1-4634-ab92-1be1bd5c086b · outbound

This paper cites Date:",.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Date:",

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.658123Z

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.

source=pdf_text observed=2026-08-16T12:36:43.484530Z digest=sha256:6adf47bc9c2429d7e59b2a0b1dd65d809525b46fdf2ce0896f23a4900ba4b38c

Observation 50150051-8cc1-48dd-8e0e-9824bdd8f45d · outbound

This paper cites Any new information must not contradict the original AI-generated article.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Any new information must not contradict the original AI-generated article

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.643402Z

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.

source=pdf_text observed=2026-08-16T12:36:43.488788Z digest=sha256:164cbc9e736d862b796ecc5243576abd34818f4b8cd121b5795badea9e5ad9ad

Observation 6ea5156b-2a52-4aa3-8f1c-5e6f42a4a5e2 · outbound

This paper cites an unresolved cited work.

Memorization vs. Reasoning: Updating LLMs with New Knowledge Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:36:43.628297Z

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.

source=pdf_text observed=2026-08-16T12:36:43.493258Z digest=sha256:3d9955aa0b576daba249b3270f348d7d2593404d2782c8f2f5760439df18f39c

Observation 55f59bc7-144c-42f6-a726-9b2b54bfd7f1 · outbound

This paper cites {excerpt}.

Memorization vs. Reasoning: Updating LLMs with New Knowledge {excerpt}

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:36:43.613274Z

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.

source=pdf_text observed=2026-08-16T12:36:43.497251Z digest=sha256:7ed8a96e61af752ebef37f86e4e12ea58e2032d0ab3d92217be9b01bc3a114ca

Observation 8c3e498f-7bb5-41d7-80f0-eec1f2257e61 · outbound

This paper cites MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code.

Memorization vs. Reasoning: Updating LLMs with New Knowledge MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-16T12:36:43.315204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:36:43.315204Z digest=sha256:429bb31a92204caddcb66c0977ab85aea57b7700893e33ccaf4ebbe45677db87

Observation 43fb8dcf-d800-4f44-9b88-a289bec15476 · outbound

This paper cites The Llama 3 Herd of Models.

Memorization vs. Reasoning: Updating LLMs with New Knowledge The Llama 3 Herd of Models

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-16T12:36:43.305229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:36:43.305229Z digest=sha256:d013eb4ccbc06206fe5df639aa9094fd111a54a6fa50a0df7db811a78e0314ef

Pith citing papers

Observation 2a41eed5-a02d-4c68-ba40-7261c8fedd9a · inbound

ScienceMeter: Tracking Scientific Knowledge Updates in Language Models cites this paper.

ScienceMeter: Tracking Scientific Knowledge Updates in Language Models Memorization vs. Reasoning: Updating LLMs with New Knowledge

Reference 29

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:34:48.013722Z

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.

source=pdf_text observed=2026-08-07T12:34:43.717557Z digest=sha256:82a57b7591cc76a9d3e14f267c0b139cdaf58c24e1df38a3de7211400de0449e

Observation ad3d40cf-17ea-4218-8861-0dc09250058e · inbound

Can a Language Model Learn Facts Continually in Its Weights? cites this paper.

Can a Language Model Learn Facts Continually in Its Weights? Memorization vs. Reasoning: Updating LLMs with New Knowledge

Reference 11

Resolution
unresolved
no resolver link, observed 2026-07-14T07:36:43.499258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T07:36:43.499258Z digest=sha256:84ceb7a92c274bd1a071821851610b5af7ab979bdf9901875f4b56ad473b89e3