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Paper Citation Record · LEDGER

Episodic Memories Generation and Evaluation Benchmark for Large Language Models

As of 14 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 7 inbound Pith citation observations for arXiv:2501.13121.

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

pith.paper-citation-record.v1
2501.13121 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:53:18.886843Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:00:19.768706Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T22:55:12.233357Z

Reference resolution

34 of 34 outbound references displayed

  • verified exact0
  • verified fuzzy17
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 33c13c79-fb58-45ac-a5e4-605a6d239c98 · outbound

This paper cites Number each paragraph (1), (2), etc., while maintaining novel−appropriate paragraph lengths.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Number each paragraph (1), (2), etc., while maintaining novel−appropriate paragraph lengths

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.563609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.768141Z digest=sha256:c09ec1cf62c7231bd128770d4e284a8213f0893e673f6bbddfdbc3aacb27c2ee

Observation d7960889-8245-421c-b666-651e6f314762 · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.550642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7038fa07-4589-47d4-9f00-66ab7f507777 · outbound

This paper cites Content and Setting:.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Content and Setting:

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.532350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.775951Z digest=sha256:f9ad79425173ae4e361b12c658e6d900d9e2186105e0120eb0de380903a3b8d9

Observation f3f685c2-cf9d-4092-ba3b-46e9b10bcf2c · outbound

This paper cites Characters:.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Characters:

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.474605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.792226Z digest=sha256:eced82a51f38b298e24ed5f7f701e099e70dec209cbb9ff206f3edcd74bfec41

Observation 62377f84-5821-431f-823a-29591fe95ebd · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.516962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.779947Z digest=sha256:14dba9d02f89ed3050c59bbf247a7f4e8740f94e042804143f0b5021109fde62

Observation f184f72e-14b5-42e9-89bb-c34d96a7261c · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.502694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation f54f7d34-d7ef-437c-8546-019d76a46374 · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.487460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 066e442c-c53f-44b5-80f2-34f94443ea53 · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.460495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.795900Z digest=sha256:7771170c2204dfd20af8ac8a7780addde796cd083f6d8f00fba4b1cac9cd05fa

Observation 3b832d05-636d-4099-8b9a-1e4abf70e8b6 · outbound

This paper cites Style and Tone:.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Style and Tone:

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.445786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.800267Z digest=sha256:b98b4555b9aad6c156971e9af75ed27658dad7ca3be712a48b83542d312ed9e8

Observation 69bb2a67-8021-4a7a-8b24-5d0f86850b0e · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.432412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.804964Z digest=sha256:28dc8a16c042ef2a28c491915f1f896398be24cd858c6fe4696edfe108c2c83c

Observation 87e8db3c-e0d0-4cd7-9f92-69630ca1286e · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.419556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7b9d63e9-2b13-4004-a459-b4a3889364d4 · outbound

This paper cites Restrictions:.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Restrictions:

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.406948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 5eb612e1-2b38-49f0-91bd-99e2d4c78291 · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.392042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.815763Z digest=sha256:30e8fc93004d79f559aeffa8d2ac57ef5337130cd523e7c927a7df852a53ad7b

Observation 5e6e9afb-0b55-4f04-a404-1021891f2b8c · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.380461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.818938Z digest=sha256:d311871de7f67204170172fc948e3178bc8a9d7d7d0afedbcf708945aaebff37

Observation 5f120020-e982-43a8-9f59-7c68bf9e8440 · outbound

This paper cites Craft a seamless narrative that gradually reveals information while maintaining reader engagement throughout the excerpt.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Craft a seamless narrative that gradually reveals information while maintaining reader engagement throughout the excerpt

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.369309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.822605Z digest=sha256:8adeb2e00517f19f7d995519727a17f7f95030733fd0616fc7f0efbc3a4e0f7a

Observation e3dbe7ce-5441-402c-95f7-81fffd0f5593 · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.357267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.826105Z digest=sha256:098dcbbc21dec40751f3e45e1d88bf566291e9629b8f8ca19b583f6a603bdaaa

Observation 73915c73-c86b-46e2-b37d-4021b522b281 · outbound

This paper cites 24 Preprint.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models 24 Preprint

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.344779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.830010Z digest=sha256:0e6b05c07437e199f08f4ddf023b566fa32521b7aa69c574e5d1b6d9a13ff3ba

Observation 01449d3e-605b-4541-a096-a97ce42870b1 · outbound

This paper cites Be accurate and concise.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Be accurate and concise

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.330572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.833758Z digest=sha256:5456d0bdddcb9a1c17023bcf23c0f73da1086a3b2ab359ee3a8fcbe709508d45

Observation d79dec7b-da66-4856-8d9a-4d5f0b1446b4 · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.317315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.836925Z digest=sha256:6cbe11439bfc4fcb0118fc8b4bfe4f7dad9076acb78805b396ed6a61165e1104

Observation e8413e5e-83ab-4bc0-b3aa-45044b8f6f07 · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.301384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation ab34fc56-1fd6-4184-9ce2-3064a6789c98 · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.285177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.844535Z digest=sha256:6f295553715abf8c7b66e53ce3456ea83c8108d99581da15ce503672733db099

Observation c7d51d4f-c9b6-4e69-b060-09975e222ff2 · outbound

This paper cites 1": [boolean],.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models 1": [boolean],

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.271544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.848593Z digest=sha256:559ad7c73ebcdc55542e14b36513a07dc6b7ef15a9a0b268105d6735cc588601

Observation c537f304-11e3-4643-bc9e-44523977180e · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.257511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.853116Z digest=sha256:ce939fa39a445e9b555c745cdc379810af836721d7c87fcaa550fa1d47ec759f

Observation 9edad8b9-ff7f-46d2-b1ec-04ec098946ff · outbound

This paper cites If a match is found and the groundtruth index hasn't been used, assign that index.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models If a match is found and the groundtruth index hasn't been used, assign that index

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.213734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.856696Z digest=sha256:3cd06fafd4c98215a0571fa003381706db34ad4b2585557f98803ed8fb8460e3

Observation baf2deb7-f4cc-4511-9f89-206cd483d48e · outbound

This paper cites an unresolved cited work.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-10T17:53:19.178823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.860515Z digest=sha256:c0b374f7c4682b3b1d1a6f4af2afcc4abcf550fed5a1bbe67964a2c1e4d60f03

Observation 59025dec-b7a1-4768-b60e-84cecbd2feee · outbound

This paper cites groundtruth_indexes.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models groundtruth_indexes

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.152365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.864401Z digest=sha256:681db7f58d2c92d54a70d13c6ecf78768d0d910add7dd85ca11fe3d69687569d

Observation ef6e8335-f35d-40a3-b75b-d8e6202a6b18 · outbound

This paper cites August 24, 2024.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models August 24, 2024

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.075320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.869044Z digest=sha256:ae4a94c88f6e71fc64ccc478d6be4fa7c8ded40bebd9a181727b58ff9af737b9

Observation 78d747dd-4222-462d-85ac-8a600f5317cf · outbound

This paper cites Chess Championship.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Chess Championship

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.059499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.873456Z digest=sha256:51ffe79b8b0d818cbe2291e3b5bcda3a44a24a90644dc3932c83ca533b0aedb2

Observation 050fadc5-3042-4b2e-8362-d30a8a9179f9 · outbound

This paper cites Chess Championship.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Chess Championship

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:18.999907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.878124Z digest=sha256:182794e6999b0ba75dc84bdb15cb4b2bbe3e74feeb91a300bf5d46ee1ee81ac8

Observation 95f6395a-44be-4db7-8068-a0be9b95bdad · outbound

This paper cites Charity Gala.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Charity Gala

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:18.985367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.882511Z digest=sha256:53578f47e18420dc06838e785a99ed519c1305344c8afb333102c4b0ced4d4c1

Observation 431df082-8b9e-4bdb-85ca-28a88b953bdf · outbound

This paper cites Zoe Rivera.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Zoe Rivera

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:18.970932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.886843Z digest=sha256:ecf641c2aae85375637e725426d69a332221a3dcb03ac9ea273a29550cef4e26

Observation 6d75e94f-7789-4a04-85ad-ca0acfa081fb · outbound

This paper cites event details.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models event details

Reference 2002

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T17:53:19.577017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T17:53:18.763597Z digest=sha256:b5c1c7eada7d5029b4bdf1df7a8e84d2e3a9707a6cc2fa85a23694baebea5e91

Observation 5e99b69f-a08e-4ecb-9330-73a89cd15b00 · outbound

This paper cites Generalization through Memorization: Nearest Neighbor Language Models.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Generalization through Memorization: Nearest Neighbor Language Models

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-10T17:53:18.753533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T17:53:18.753533Z digest=sha256:cab4ab6d5a49d18d60a9912064672915b1233c86a736e4368a3686f7899fa3a4

Observation daca74e6-d290-4b09-8474-ac474ac93c1a · outbound

This paper cites Modifying Memories in Transformer Models.

Episodic Memories Generation and Evaluation Benchmark for Large Language Models Modifying Memories in Transformer Models

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-10T17:53:18.759027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T17:53:18.759027Z digest=sha256:80e39b02533e65a2ac4b598e74ef424c64c6350e43b8dc3f2e8627e4abcf25c7

Pith citing papers

Observation e01489b5-6c16-4243-bbc4-cfc506b2714e · inbound

Survey on Evaluation of LLM-based Agents cites this paper.

Survey on Evaluation of LLM-based Agents Episodic Memories Generation and Evaluation Benchmark for Large Language Models

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-22T22:55:12.236170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-22T22:53:21.789769Z digest=sha256:f59a5318a181b5a8b958c543173407731160c93d8cc481e45c7b7a6448d44782

Observation 22922354-d2cd-40a3-bbe7-8ad3466315a6 · inbound

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey cites this paper.

Evolutionary Perspectives on the Evaluation of LLM-Based AI Agents: A Comprehensive Survey Episodic Memories Generation and Evaluation Benchmark for Large Language Models

Reference 160

Resolution
unresolved
no resolver link, observed 2026-08-07T06:00:19.768706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T06:00:19.768706Z digest=sha256:772aefdc6c9b38c7c63afb54d44427f01b80eac1217b9bf2b57349b5a5fd7d66

Observation 38df0cc9-adf3-43d5-8fcb-f54dfc7ff64f · inbound

Word2Spike: Poisson Rate Coding for Associative Memories and Neuromorphic Algorithms cites this paper.

Word2Spike: Poisson Rate Coding for Associative Memories and Neuromorphic Algorithms Episodic Memories Generation and Evaluation Benchmark for Large Language Models

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-04T22:24:22.993724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:24:22.993724Z digest=sha256:660ce9f0a2aad481fef700fb7f8bb22c00ea4ec5afaaeabcda989bf494f8c574

Observation 9f160e72-9576-4af2-b21e-07a99d87770d · inbound

Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History cites this paper.

Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History Episodic Memories Generation and Evaluation Benchmark for Large Language Models

Reference 2008

Resolution
unresolved
no resolver link, observed 2026-08-02T22:25:29.564122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T22:25:29.564122Z digest=sha256:edfeb27066df85ec36055525c830614d6947d7c2cf12202148b13707eb7b5f1e

Observation 63448f04-ef96-458a-9cc0-68c10f05aa6c · inbound

SelRoute: Query-Type-Aware Routing for Long-Term Conversational Memory Retrieval cites this paper.

SelRoute: Query-Type-Aware Routing for Long-Term Conversational Memory Retrieval Episodic Memories Generation and Evaluation Benchmark for Large Language Models

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-13T20:58:15.775548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-13T20:56:25.174598Z digest=sha256:6dd79a162ab6e2cb6aeaad44f0aa0af7b5f71bc9eca4a70b38603c2832381b71

Observation 47950001-f2b5-486a-ab3d-93c69c3bc07c · inbound

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data cites this paper.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Episodic Memories Generation and Evaluation Benchmark for Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-30T12:32:19.050281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T12:32:19.050281Z digest=sha256:b3a3ccf310373f7ff49f95d24a467e6800aa823004ab14effed4c5d218a2aa38

Observation fcf4f13b-27b8-4e5e-8e2e-ca3236a37d2c · inbound

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data cites this paper.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Episodic Memories Generation and Evaluation Benchmark for Large Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T03:22:54.729648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T03:22:54.729648Z digest=sha256:7845052bb6c8f0f4f7fef08ec363b9caa17bd345bed0f1db74293a14c5a69094