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Paper Citation Record · LEDGER

Mitigating Over-Personalization in LLMs via Structured Memory

As of 23 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2608.08300.

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

pith.paper-citation-record.v1
2608.08300 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:15:19.002775Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

64 of 64 outbound references displayed

  • verified exact0
  • verified fuzzy31
  • unresolved32
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 14954974-8078-4b66-b2d8-9368dc2f1189 · outbound

This paper cites Evaluating Very Long-Term Conversational Memory of LLM Agents.

Mitigating Over-Personalization in LLMs via Structured Memory Evaluating Very Long-Term Conversational Memory of LLM Agents

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.643425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.643425Z digest=sha256:1ca0c9ef9b9c2a7b947ab74cba9ea62381fec877f8a3f1c87013dc3c78b09e90

Observation 528e4f92-0c00-427b-bb1f-00b423ade09d · outbound

This paper cites arXiv preprint arXiv:2511.14937.

Mitigating Over-Personalization in LLMs via Structured Memory arXiv preprint arXiv:2511.14937

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.649271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.649271Z digest=sha256:bb61405bb3921e13a44c440b091e197f201a992f2fc714af55857d6fa01da4f7

Observation fbf30e50-3677-4638-bc05-ed88b7a57da2 · outbound

This paper cites health": [...],.

Mitigating Over-Personalization in LLMs via Structured Memory health": [...],

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.751164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.697494Z digest=sha256:34ebda726fa70fd189126b03f33008f7ae863c885169d7bbeef2a5b8ac369a3f

Observation e45b462b-a811-4dc9-a97a-579c5fe8a14e · outbound

This paper cites RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval.

Mitigating Over-Personalization in LLMs via Structured Memory RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.661333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.661333Z digest=sha256:8d650aab9410090aca89250be2ae4bd6ab016fddb08b003038ab0d7fcded89c4

Observation 5475b5a1-02e6-430a-9da5-9b5e54b32e60 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.872692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.668365Z digest=sha256:19e2a5c1fbe6a86a1ce533c36f5b59691be0c39631be4868f12f2ae050a41717

Observation d473c926-b5b1-4fa8-9d70-f33f185d72f7 · outbound

This paper cites he/him” for Troy. A later memory then states: “She began weekly therapy sessions on Tuesdays at 4 pm starting January 23, 2024.

Mitigating Over-Personalization in LLMs via Structured Memory he/him” for Troy. A later memory then states: “She began weekly therapy sessions on Tuesdays at 4 pm starting January 23, 2024

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.858763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.672916Z digest=sha256:4a57c702c9e3b1b4c74d9aaf7389a0af0fc7fe92841f627f9b6be9d02af40d3d

Observation 6f9ae629-d7ca-47c3-91f9-cce448047f90 · outbound

This paper cites Risk mitigation & safety focus (especially resonant given your personal connection to road safety).

Mitigating Over-Personalization in LLMs via Structured Memory Risk mitigation & safety focus (especially resonant given your personal connection to road safety)

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.052709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.881502Z digest=sha256:13f35637a48392991e16fa9ccc0a76ac37869eca705496b0b595ebffd369a308

Observation 16f9e3a3-a786-4bfa-933d-8de2bf40081c · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.787699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.688680Z digest=sha256:56f49c698da2b0464304871e74c328c9618a9681e8101fb6cf4e08615f520b03

Observation e7aad26e-351e-443e-b152-e8b780f7a3c4 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.767902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.693048Z digest=sha256:e942588825d5c15262c220b92367d46545a59ef16d8ee0ec1452d7fb7983e572

Observation 6afad6dd-5e8d-41ee-9eb5-1ae9eb333b60 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.728046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.707879Z digest=sha256:910cbda9cd10224b88eac6f3edf3272d15c26c7521a5d03e529c5fa66045830f

Observation 4db5cd68-bff3-4eed-8ecf-b504c5ef4368 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.712912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.712621Z digest=sha256:662234d0dbc85d09b2da7b2cec862af5d1c5b40e058e4844c6ff50bb5e7dc612

Observation 0994d9cb-1382-47ed-822c-f65ac70b833b · outbound

This paper cites travel" not both.

Mitigating Over-Personalization in LLMs via Structured Memory travel" not both

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.686169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.716724Z digest=sha256:b1d9b1a0f507cf749f1395678baa1c62ece4abe5d0cca118e788a38511ba3d27

Observation c412ddfa-f8e2-4667-9161-fe23e8c3c105 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.834606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.727928Z digest=sha256:3d15e6516c17e2902212ff71eb21465b9c33249f74b681fc1964b1488c296cf7

Observation 7ee6224d-7607-45af-82e7-1e55e1db4d08 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.668543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.735947Z digest=sha256:3b338d049d0a98c69dbf6272c3186cb23d4cc388563aaf02bf2aa75ff594d082

Observation 07b5cfd3-ea4a-4182-82f3-a91dffe2e356 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.649274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.740391Z digest=sha256:7b6cce6c5784a46ada69acedf57fb2ecb9285bde92837c056c5d89f892e4b083

Observation bbfa798a-01a1-42f3-984c-847efe8db99e · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.633251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.744936Z digest=sha256:35f89a577eef19c53e82bacf2dc0e45b21ff87df55c974d7e8d4cdff5c4f641f

Observation 63d26b3b-1a85-4d87-a2ef-59b55d0def98 · outbound

This paper cites health": [...],.

Mitigating Over-Personalization in LLMs via Structured Memory health": [...],

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.618127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.750479Z digest=sha256:e1615e02e4641d39a72ee90def6c90385dd3e8c6d0ec89200b36c02e3f6c78a7

Observation 77294f1f-689e-474e-b5ff-9dd96734e267 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.595197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.756109Z digest=sha256:ac864893ce81d971ada2c3d0b9cfb566d164f7f30d09a8217a9f6f8cf2e26124

Observation 7a57dd4f-0aa8-4565-ab87-b0975dfd87d8 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.577991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.761170Z digest=sha256:1a637ce066aafc050934e50114f4b824d4649e7e7b567691ba3af6b16b4bcab5

Observation e2ec72fd-fecb-4dd4-b378-337120134164 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.563151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.766203Z digest=sha256:01894d5fe8fb3f0f4f573f3b66562785f7773718f2c5f9470a87dbb8a8fae60f

Observation 85a87664-cd49-475a-b852-a12e7130d51d · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.546150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.776863Z digest=sha256:e6b498adb97f6d98d98202316ed1b2ef9ec95761a10f53639ededccc1bc4c632

Observation 82cd23c3-7956-4523-ad5e-c49264720318 · outbound

This paper cites health": [.

Mitigating Over-Personalization in LLMs via Structured Memory health": [

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.530279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.781245Z digest=sha256:39323e1e3c805195e9133b1d23fb05f6fc23746e265644edcd8bc8ade4c95372

Observation 747a9f59-62c5-4104-bab1-9effb9348d56 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.515505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.786711Z digest=sha256:25fbe8cf07ac1abbad1768065a2dc3730f9ac915b80c362eb0d93bdbd3ce5856

Observation 1c893222-aae7-4424-912d-e6b1c699d31a · outbound

This paper cites Your task is to assign every memory from the flat list to exactly one leaf in the tree, choosing both the best top-level category and the best subcategory within that category.

Mitigating Over-Personalization in LLMs via Structured Memory Your task is to assign every memory from the flat list to exactly one leaf in the tree, choosing both the best top-level category and the best subcategory within that category

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.496738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.791902Z digest=sha256:412c77d540bd693a32563913b997ba15eecd9389feb277b2f5638c233310440a

Observation 16e0f606-e2a9-487c-bd25-b710ef883dc6 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.480186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.801015Z digest=sha256:b00d7cba93a9de262d3db24ac52bfe7c2196fea764c52c62002bd594bf957b53

Observation 105f3a9a-d370-47a1-851f-5a2567a77d29 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.806980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.805866Z digest=sha256:d87d322b63c57ec918fcdc24c987ee05457272cd3f691e92b547efca6e590f74

Observation b5baa671-5693-494c-af1c-fee678b1a005 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.459657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.809975Z digest=sha256:6373bcc048da725ac48074d50765a4f4547bb070fd4c755e3aa15f7cad78f033

Observation 289bab2d-1051-48c4-b64f-08747ee91c47 · outbound

This paper cites health": {.

Mitigating Over-Personalization in LLMs via Structured Memory health": {

Reference 33

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T00:15:20.444446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.814367Z digest=sha256:4a4691255854fd6c09f69ddd0d266080192ee98c3d6178a8ee775758659a30f0

Observation 05e21589-26d5-4e93-96e9-d79f21804a85 · outbound

This paper cites same-day/next-hour.

Mitigating Over-Personalization in LLMs via Structured Memory same-day/next-hour

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.428775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.820777Z digest=sha256:c031e9edbc03152ddc076fbb310de7668175722f41317b515edc9ae141f470e6

Observation 26e33b4a-2191-4155-8a40-0274ff3d81d0 · outbound

This paper cites Turn browsers into buyers with same-day delivery you can count on.

Mitigating Over-Personalization in LLMs via Structured Memory Turn browsers into buyers with same-day delivery you can count on

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.382200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.825180Z digest=sha256:3ac6b5725537bb6aefbec47923f64c0f749da69133913e9348a971ff6d23bb91

Observation f1517797-1f44-4ad2-b36a-fd2dc74a7236 · outbound

This paper cites • Digital self-service portalfor SMBs and individual customers – instant quote, booking, and tracking.

Mitigating Over-Personalization in LLMs via Structured Memory • Digital self-service portalfor SMBs and individual customers – instant quote, booking, and tracking

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.365211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.829778Z digest=sha256:1e3d0b6acf86531211f7a25231ab3caa0a65b3b9dff79f1d4915591b1edd2f52

Observation b3cf305e-b37b-41f9-a686-5923d48b966f · outbound

This paper cites speed-boost.

Mitigating Over-Personalization in LLMs via Structured Memory speed-boost

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.343343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.836493Z digest=sha256:aea2967a1c463282f7261f8bb694ce5f9497172d4dd10a235d4560c646fb3b23

Observation 0f99b4c9-bdee-49c9-8877-995f3ee1845a · outbound

This paper cites Fast. Safe. Always.

Mitigating Over-Personalization in LLMs via Structured Memory Fast. Safe. Always

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.313248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.843808Z digest=sha256:641d28329e13b8dd35c77b9c2fee82fce1cec24f35cc2e2b6ff3a515e22ff2da

Observation b7ee0dec-3bdc-40a3-a8c1-05e1cb5dbb69 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.299741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.848315Z digest=sha256:08e25803a72cb058fbd3f564af22117c80c6b39e86a9cbd972446f2e55cd4ddc

Observation cd8ec7a1-8c1b-49e2-9871-8fae5c5d5d02 · outbound

This paper cites Stream it on social platforms.

Mitigating Over-Personalization in LLMs via Structured Memory Stream it on social platforms

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.282355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.855812Z digest=sha256:bae3505fb727ac5ad831e7ca9ab8757a01a14b0627c8c4410ecf08cc8e9ce72f

Observation 3886c8f7-8f56-4304-a38a-598e7a23e807 · outbound

This paper cites under-hour.

Mitigating Over-Personalization in LLMs via Structured Memory under-hour

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.241976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.860229Z digest=sha256:e9678fd36eb3a9f2274f9ff6efcac6b594e0fb9b0018b703af11d1e8a371777e

Observation e93d8905-d3f7-44b7-9371-df55d330759a · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.205610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.864229Z digest=sha256:7400eca5fb6244cec2a05b3a5b3f992d19a6d91d814a41666f78bb06bb13eb81

Observation 0790c0d4-42a0-4b19-a6b3-29c1f4413534 · outbound

This paper cites How high-speed logistics is reshaping urban commerce.

Mitigating Over-Personalization in LLMs via Structured Memory How high-speed logistics is reshaping urban commerce

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.147822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.867987Z digest=sha256:533d82b30dfc17423357542e12cdcb472a22939d488a5a7a0d6a7991d9de04a8

Observation fbe3225e-a920-48f7-9b1c-ffb1bfd91000 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:20.101513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.873113Z digest=sha256:eb4be3a5bbb8411b60577552ab69d073aa92d4b2fec7d4c91934dec29988f6a9

Observation 8940f7aa-b726-48c1-9486-c36e5923968a · outbound

This paper cites • Advanced driver-assist systems (ADAS)– automatic emergency braking, lane-keep assist, and collision avoidance.

Mitigating Over-Personalization in LLMs via Structured Memory • Advanced driver-assist systems (ADAS)– automatic emergency braking, lane-keep assist, and collision avoidance

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.076784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.877330Z digest=sha256:96dc18fd3d7fbce31abe5280a57cccb9cbcc874400be07d84edd1e1c1303fcd2

Observation f60b991d-739d-47c2-aa7e-d50ba87a9c4b · outbound

This paper cites copy-cat.

Mitigating Over-Personalization in LLMs via Structured Memory copy-cat

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:20.020055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.888133Z digest=sha256:e543b24396e21f91880d4d3c832e6baf531ccb9e4d4b55810bd1d1d1254f4aea

Observation 8c918ba9-ab01-4f24-9945-6e44d3aa3237 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.992264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.893255Z digest=sha256:9fdbfccf269514192d47ab1744e401e7c060d7679420ac585d559ce24b35c5d5

Observation 327b1c18-158d-4f88-b10a-04f058388e7f · outbound

This paper cites Lightning-fast, reliable, and transparentdelivery that gets your product to the customer before they even finish scrolling.

Mitigating Over-Personalization in LLMs via Structured Memory Lightning-fast, reliable, and transparentdelivery that gets your product to the customer before they even finish scrolling

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.971566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.899950Z digest=sha256:95ac5d214c6d49b590d6ce13606dc675246f710921259577a03533ae332808f0

Observation 84d503a1-b15e-4b5f-9122-4f936bc8476c · outbound

This paper cites Event-rush.

Mitigating Over-Personalization in LLMs via Structured Memory Event-rush

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.954910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.905079Z digest=sha256:077647266241355764267f8083ac4da7c2bcb7627f56452db433ce98887c9907

Observation b9869f0c-e88d-4a69-b0af-fb152de60198 · outbound

This paper cites Unlimited 2-hour deliveries for $X/month.

Mitigating Over-Personalization in LLMs via Structured Memory Unlimited 2-hour deliveries for $X/month

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.925300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.914682Z digest=sha256:722c513ad36cfa796b35dd44829d09f4673bdf30664cab97f3b4b85544e44060

Observation 259a0fdd-ea9f-41ac-9235-b891be9baf2f · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.896586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.919999Z digest=sha256:1d11c2d6a97257fbc140d1b0af7dfbb46d3d9de28e51c20b7d2784518d917736

Observation 1adb7d53-8184-4559-bc63-27519093e57f · outbound

This paper cites Offersandboxanddeveloper support.

Mitigating Over-Personalization in LLMs via Structured Memory Offersandboxanddeveloper support

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.871146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.924759Z digest=sha256:4d09a28023de3d42fdecdae040777cf040ba83b29b60db2d95e492145fa01a89

Observation 1991c0e7-5290-4206-a9ad-94d699bc7a19 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.842217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.934453Z digest=sha256:4156b03b3ba7839eaa42f2bc4fa2949cf3ff5e3bfc27a3503a204dd74f0cde22

Observation 22e866c2-e148-46f4-8d67-f98aa014ee92 · outbound

This paper cites Fast-Track by [Retailer] + [Your Brand].

Mitigating Over-Personalization in LLMs via Structured Memory Fast-Track by [Retailer] + [Your Brand]

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.818508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.939340Z digest=sha256:5d9738abe9b3e013517647dbe6bcaef8471c24fe2b068942126d35b09d3327a3

Observation 5f566d8d-279d-4025-8075-bebd5b3c66f4 · outbound

This paper cites From click to doorstep in under 60 minutes.

Mitigating Over-Personalization in LLMs via Structured Memory From click to doorstep in under 60 minutes

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.780469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.943927Z digest=sha256:0357e8c674fed43d8ff2169fc37e3b8cb25d1b2db9c5c119cefd8ec10c007ae5

Observation 1b1f816f-02ab-44dd-b444-b7bffa96ffde · outbound

This paper cites Beta Blitz.

Mitigating Over-Personalization in LLMs via Structured Memory Beta Blitz

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.756838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.948420Z digest=sha256:e770facda2a247f245d7c2008666ae77bfe39cb1f5494ec5f4c50d8badf2807e

Observation 3ddb8633-205d-419f-9dbb-9dfc3448aa29 · outbound

This paper cites surge-capacity.

Mitigating Over-Personalization in LLMs via Structured Memory surge-capacity

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.726842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.953096Z digest=sha256:1732820975073c805a3c7d3fbb673f023a5c09a165bb68ff1de1607ceacf0630

Observation 28924239-6150-4d07-8095-25f26c69eaee · outbound

This paper cites speed gaps.

Mitigating Over-Personalization in LLMs via Structured Memory speed gaps

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.680935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.958689Z digest=sha256:36f6da733c14a5b76ead806c0a63c73bcd838f0748ca70da1c8d3216fe528baa

Observation 77d83093-c824-412e-954e-9467875809f5 · outbound

This paper cites marketing strategist for a logistics and shipping company.

Mitigating Over-Personalization in LLMs via Structured Memory marketing strategist for a logistics and shipping company

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.659133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.964734Z digest=sha256:e33b46498d22cbb6f21ea9c91b2e4bc57eb8b3572ba002794395ffa6e8db9c1a

Observation 9004308c-73a6-48d1-be1c-e0027fc1067a · outbound

This paper cites underperforming position.

Mitigating Over-Personalization in LLMs via Structured Memory underperforming position

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.641375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.969423Z digest=sha256:8a209b85ad63820c0881c740e1a6638b863eb0cae5ee1e4723ec965553388d66

Observation e78431fd-49aa-4f22-9ae1-22acc1845970 · outbound

This paper cites stagnant position.

Mitigating Over-Personalization in LLMs via Structured Memory stagnant position

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.615524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.973781Z digest=sha256:fca2a26de90c03fe9c25cff85142967ad93a6b9d2ba314cf15a88c078186cbe0

Observation cceea262-587c-41bc-8555-ee3a3df9df8d · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.586907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.979227Z digest=sha256:cb417301c12d2a4740aa6a532d282b8dbfef15ba1b201faa621e61771020114f

Observation af69a12b-939f-4451-9731-8a78d7453870 · outbound

This paper cites investment.

Mitigating Over-Personalization in LLMs via Structured Memory investment

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.546818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.984837Z digest=sha256:25d8ee08c345a214408dc3941ddcd0d05991b9803fcc80955639e768f1c75f6e

Observation 834e2426-1e35-40ec-a0b6-feb427b1f7ed · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.521482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.989416Z digest=sha256:554d89759224627d2ed1f1b0096d3c88d7acdef7c8d73ca3a33208db7ef384c0

Observation 17d4b2f2-7a2a-4bfb-bed7-1822bd8ab1b7 · outbound

This paper cites an unresolved cited work.

Mitigating Over-Personalization in LLMs via Structured Memory Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:15:19.499738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:18.997481Z digest=sha256:e468a657bd15a1951efe941d5d4fd8956fe8dd54f01f424f1b65d342d5deb05f

Observation 24da1f10-e928-441b-986d-cfb1c6705e4c · outbound

This paper cites return" isn’t measured in financial outcomes but in expressing compassion, preserving dignity, and following ethical imperatives to care for the vulnerable. Sometimes the most.

Mitigating Over-Personalization in LLMs via Structured Memory return" isn’t measured in financial outcomes but in expressing compassion, preserving dignity, and following ethical imperatives to care for the vulnerable. Sometimes the most

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:15:19.475909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:15:19.002775Z digest=sha256:35c821b9cc9dfc04b67b6ada8d2072976b1737db451e7ec2f7d9ddbbd1b47b77

Observation fa8328ea-e9df-41c7-b762-8374b60dd58e · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

Mitigating Over-Personalization in LLMs via Structured Memory MemGPT: Towards LLMs as Operating Systems

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.654469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.654469Z digest=sha256:7b534881c5e6874e0e6f22d9184c103d2b69aecc75ba6bb50cb6a74f40f370ad

Observation 60631e08-834d-48e7-893c-9953edce1e50 · outbound

This paper cites Prompt Leakage effect and defense strategies for multi-turn LLM interactions.

Mitigating Over-Personalization in LLMs via Structured Memory Prompt Leakage effect and defense strategies for multi-turn LLM interactions

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.626088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.626088Z digest=sha256:f989c47201572b83116c7b98a23fdb4c7eb18e52bd0e4af411a0168741881374

Observation 427ce995-5277-407b-89be-925a9504c241 · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP 2025, page 2239–2259.

Mitigating Over-Personalization in LLMs via Structured Memory InFindings of the Association for Computational Linguistics: EMNLP 2025, page 2239–2259

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-12T00:15:18.637716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:15:18.637716Z digest=sha256:111f4185a724f4ac70d3f2c6e7a7792439099a59390ab7ef1e7e96df19f8d009

Pith citing papers

No inbound Pith citation observations are available.