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Paper Citation Record · LEDGER

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

As of 10 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 5 inbound Pith citation observations for arXiv:2506.09902.

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

pith.paper-citation-record.v1
2506.09902 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:42:28.105388Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:50:43.710198Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T17:09:58.535450Z

Reference resolution

51 of 51 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved38
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ba9754e7-58bb-4491-95ca-0353d30dd3ee · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.702272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.950294Z digest=sha256:9a4e89032867e7243f984070638826f424a1d7c3f2f9020165b602909340632e

Observation 4a8c2386-04f6-4478-a5ff-8a4f3c6b0175 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.691773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.954305Z digest=sha256:fa88fbc4c74a60f4574e84430e52be6e4eed213ca7da9cba7573df745fdc0331

Observation aa27ce6f-dfd8-43ce-8217-d7c0f54c5a3d · outbound

This paper cites MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T04:42:27.789673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:42:27.789673Z digest=sha256:4b0cb3f7435e0f2447584c48cc8e3b4ac8cb24a17a7f750ba90a11168044d062

Observation 94ae05d9-58f2-433f-99a0-e5eb662abffe · outbound

This paper cites On the Way to LLM Personalization: Learning to Remember User Conversations.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants On the Way to LLM Personalization: Learning to Remember User Conversations

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T04:42:27.905294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:42:27.905294Z digest=sha256:0973c0b33b482e05cfeb9aa17852a4becaa147c2684fbd852a508b5e95d26de4

Observation 2e4ecc9a-91ae-4bdf-b022-088e6be0ab14 · outbound

This paper cites UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T04:42:27.946229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:42:27.946229Z digest=sha256:b73f2ff96b0b9b92ba4d16ed62e3d7890f30e1c0e5b6295992d6af6eea4c7e6e

Observation 0e88f194-c2bf-402d-abb4-f1af32dfcf5b · outbound

This paper cites prefers eco-friendly options.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants prefers eco-friendly options

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.647603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.969266Z digest=sha256:cbbe1208f26cb2e104496f2693c606a35c56c5767da7f725482222208f1af365

Observation a5fcd048-ad1f-4537-9b92-058279658074 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.680280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.958423Z digest=sha256:869689c3d71806d8efcf02028cc95089cfd4f527d4cdd1e42e3579983462798f

Observation 935731c7-e998-41c3-92f1-abb7172badd2 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.669437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.962091Z digest=sha256:da6016c3dc7bc8cbb763ff6c73a76887def7fe5008fd1dfa8b2194a0d58f85b2

Observation 1920177f-360c-495b-83ca-bcaff4f2b990 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.658508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.965430Z digest=sha256:5c8c7cd77bbe4c7e3967d656dae1436ad121b6f7c5bb55977e314418f5562945

Observation 0815fab2-a6d2-4db1-8bc9-17fd49726fb7 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.637068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.973050Z digest=sha256:e7eab1fe8418ecfbfe0b102071342ebfee7762a2d2438cb1cc6700fb146e312f

Observation cd894e1b-2a77-41ba-8a74-3f27da3f062d · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.627453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.975958Z digest=sha256:cff26eb287784e84389bef6d3b68d9e9a5535f6bb969bf4a0c3162e0a7a5d055

Observation 0925aa52-9f60-4bbc-87ae-5340ff437076 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.618135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.978859Z digest=sha256:02618538922f3ae782f4eafc13bec744d077f6ba9881b652b6479721c8018036

Observation 55228d2e-ebb5-444d-8474-d591f5973858 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.607378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.982397Z digest=sha256:adf18c3ec2fa1d0ff9b3b476ac39717e15c26cdca20cc661f1e575433a3c74d3

Observation 1f882fac-3018-43a2-be18-9dfadf10e1d1 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.595980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.985271Z digest=sha256:badf0745fa890770b57fb58e24614602dca26e5fef86b771e26772dbf2d28f19

Observation 0e1327ce-fe36-4793-ba5a-659a9e469247 · outbound

This paper cites User preferences: [User Preferences] Tasks: Figure 9: The prompt used for the generation ofT SD tasks.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants User preferences: [User Preferences] Tasks: Figure 9: The prompt used for the generation ofT SD tasks

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.585836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.988698Z digest=sha256:95ebfe43b070cf75493bb2843ddf334543107157db238fbce435002e15eea17d

Observation e06e43f3-04a3-4ce4-84c4-3bfd8ef4f453 · outbound

This paper cites • Description: The description of the domain.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants • Description: The description of the domain

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.574744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.992143Z digest=sha256:12c88294d8a06f54b62b07efe0e8f9ecbdb4ebb7135ebcfae195250ebcfa17ef

Observation ccf5bbfd-d059-4036-b761-b5f54ec4f0ee · outbound

This paper cites The task need to span multiple domains.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants The task need to span multiple domains

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.563820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.995850Z digest=sha256:b771ee0707d606352ac425d5d892b53d4b8f4cd143a9cc27293d7cb9d58cd324

Observation 9918c677-fec0-46de-9bc6-56c386f23dbc · outbound

This paper cites • Includes affinity types as points of personalization to enable tailored responses.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants • Includes affinity types as points of personalization to enable tailored responses

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.551791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.998646Z digest=sha256:f0d21ca3a50d7a295fe1104a4e830ffdce727995ef635ae07741e0be96f8abd0

Observation f476c003-20ca-4d48-bcaf-118fc768fd9d · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.540552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.002297Z digest=sha256:d1beabd08746ef84a34e92f93acd1474d996b20de7496ef159bcf76314105106

Observation 97959612-f159-4c59-aa32-c20ad16cc6d5 · outbound

This paper cites Be creative.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Be creative

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.529133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.005693Z digest=sha256:882d61f05e9426631a9a5aadd19a9a06ee4f05e12a1786eaf6c308a682381c40

Observation 7c12ca0b-c205-4ecd-a8ce-38b1b385b314 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.519468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.008960Z digest=sha256:b31a1c17ea1ad557a49a7b736b53f57cc1dd39b1776505b7f9cb1eb4e75af79b

Observation 37c0c675-4725-4c95-ba39-f16c09102672 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.507641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.012681Z digest=sha256:bdb5e328f45f0564f3a292ba675972b7edd20dc2bcd441b1169578fcf706d593

Observation f635fb70-c111-4aec-b08b-b77d9e93d18a · outbound

This paper cites The situations should reflect a wide variety of backgrounds, lifestyles, and choices, avoiding stereotypes.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants The situations should reflect a wide variety of backgrounds, lifestyles, and choices, avoiding stereotypes

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.494399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.016279Z digest=sha256:8708e5654c77d9294c9a5f73e9b4fe7c9d5cc87a753f1cad95d341c5d9e5b54e

Observation 30f65dc0-1df6-49b2-9d4c-d07cbd220ef7 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.482990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.019221Z digest=sha256:eabc77a695cbc06d48aec5b1bb92e9895cca30b445d1da691c401db6d8cae9cf

Observation 161ffeb0-6afc-4e0e-af78-631b5944af32 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.471733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.023355Z digest=sha256:5718b8591fe860c2101a59f53c4a4fd7d592c08fc626ef7ea29ee88c84dcefa3

Observation a2092bb0-da9e-4b5c-aae7-71afb8bea474 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.459999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.026634Z digest=sha256:ba0ab4d42d7902a56b6f98d5610cb38c4fb568e5629db422ef0ae932189cd9e8

Observation c5753adc-e720-4024-94aa-5f3a2ea388c9 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.447997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.030164Z digest=sha256:ea186a373d3c53c23184aa6e63ebb571b4125b26ed7920fb0a5e21e3f11ee57b

Observation 15e17c32-59b7-4df0-b36c-7440c02d775b · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.436080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.033138Z digest=sha256:3926ae89acc51562796c01a728c97e19bf20cb2d97dc38c9fd3ce9355dbfcc74

Observation 2208e498-fa5e-481f-af61-aced5fb576dc · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.424803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.036305Z digest=sha256:30ffc82f622dacb369e718b6690f9ce9e4dac13b36816e1f22ab28b6d060661f

Observation 5d902308-202d-492d-b81a-89050fb0609e · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.413026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.039337Z digest=sha256:cde373a8baa0fe0dae2d66b157d0f9c1d9d01f0b2225da6f587985f47893d6bc

Observation 5d96c85a-1b2c-4e39-9287-b9f92fd1dd4e · outbound

This paper cites Only output the situation context and justification and nothing else.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Only output the situation context and justification and nothing else

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.402269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.042110Z digest=sha256:402d88f2a97fa0680f5c4301875bab850d79776d35e8ed9186bf0df15bdfc9f7

Observation 017d69c6-ce08-4e09-8102-bfc6b6612e70 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.391111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.045238Z digest=sha256:0f5bf3bf8a4781a614b90d83e4fca217af63e62d2f2259b87509a6852d90ea50

Observation c289650c-9036-4a4c-98b7-23a4076d77a6 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.380922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.049973Z digest=sha256:e06d4fb25258753bf27b88afe6c126fc960c3cd0074f434b47b58ac44ff001f3

Observation f7442c90-fb9b-403c-a9e6-169ecc0c1048 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.370526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.053209Z digest=sha256:cefe7e8add4a9cebb18595ecb3244010a72124dddf40a0419a0c7a3554cb81f0

Observation cc93de95-eacb-4473-bd11-f8e6fffdbc04 · outbound

This paper cites IMPORTANT - Do not output TERMINATE for this initial query.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants IMPORTANT - Do not output TERMINATE for this initial query

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.359601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.056051Z digest=sha256:f7d2f18f863afd06b3e330656e9302a61b7ee3dcbe2e874bc26718b5fed7c731

Observation c60711e6-9d59-40d8-8e0d-7bf60ca68848 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.350712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.058809Z digest=sha256:0261147cd5d2526cf6debcf877b2a0ebde8ee08f34589a4d970786a224d096ce

Observation 15c246c0-e60b-4963-90ad-b6a8e2d4f5d9 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.341223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.061407Z digest=sha256:95dc1aec5b16da874ae2b643b39f1fa57f05415aac3356cca42ebd0e718f010f

Observation cebf5c1e-9821-4511-a24c-a84f510ee1b5 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.331122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.065205Z digest=sha256:8c212d342ccb1df08303f895a56f9a1ef8529173200f7e84828a6090e8da93e4

Observation 64414347-87d2-4af8-8c27-1b1eaac91831 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.320100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.068957Z digest=sha256:2b25fcf39abc7db30912898908af03cda2722b3bc732ad7c2fb80919c0b60825

Observation 680961aa-3fea-458b-82f2-4cc7a0549f41 · outbound

This paper cites Based on current interaction history , if you feel the task has been FULLY completed AND you are SATISFIED with the outcome, add ’TERMINATE’ at the end of your response.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Based on current interaction history , if you feel the task has been FULLY completed AND you are SATISFIED with the outcome, add ’TERMINATE’ at the end of your response

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.308898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.072575Z digest=sha256:d16c7e64669da5ffe81b4e77b11c0c8c95cc7786166152d4f0ec38d40c364d6e

Observation d0a64790-3a58-4204-aeab-308fdbbd6793 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.297308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.076450Z digest=sha256:deccacd3c815ef3e5b6c6e5acf977643845531bfbf5d91aa7f23f9debf7e8eff

Observation 492797f4-67b4-49e3-afff-72986bc05086 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.286390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.079914Z digest=sha256:82e7900cae7f446936f77493a83cd80fdd632c320c906a093b82d2a6adbf99af

Observation dcb75eaa-07c0-4066-b15a-0405a29d32e2 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.274659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.083006Z digest=sha256:fbaddf31793e0afff5f2c543bdfa1baa420a86944693f06ac1ff0fc70b65c93e

Observation 14aca6e4-5a1b-4a95-82ae-8121596273b8 · outbound

This paper cites Figure 17: The prompt used for J to evaluate personalization.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Figure 17: The prompt used for J to evaluate personalization

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.262813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.086095Z digest=sha256:0dd8fb79f456c3bf2ed76a4bd0b6f0b2a415ef14631a626ee2088b08e1dd1ed0

Observation 31f6124c-507f-44a5-81ed-df61000ae312 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.239637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.092408Z digest=sha256:6637e58dc4084bf5b69bb34d1442be5e15a49ef9acdeca0a49782ce320fe2edf

Observation 38cdd570-3b51-4d2a-9dc6-9794e22f4329 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.227944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.095383Z digest=sha256:fceb131fc8c7dfaedfdec39c7b31fea885a4f4b3fbe58a24c58ee4a125f13eaf

Observation b4da6a13-cf30-460d-b9db-49fbfb3a4e75 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.249970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.098298Z digest=sha256:cd3ae0e878f967171ba2b70ade4876c75a773d938637b9677b0caad148b1cd3c

Observation 8a067b48-328b-40f9-b8e8-3b1fa5d8069f · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.216917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.101796Z digest=sha256:177f14f2b5d5fa224db728a7d3cb220f757ad3fb73fbae47fcee751ad68eff09

Observation f73aaf08-1ec4-4524-8614-1cb7d15efec7 · outbound

This paper cites Is Categorical.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Is Categorical

Reference 52

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T04:42:28.205618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:28.105388Z digest=sha256:3b6b6b9b3b099752417a4d9812f53d89741dbb0aadd45de2561ef50f60094bd4

Observation 4f7e42d3-f75e-4e50-993c-6f6f9a3b0a59 · outbound

This paper cites Everyone Deserves A Reward: Learning Customized Human Preferences.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Everyone Deserves A Reward: Learning Customized Human Preferences

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T04:42:27.657938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:42:27.657938Z digest=sha256:ddd6cdb85bb4684ec78081c3a46bc9ffcd5df634ebcfce566ed8be3b6067e6de

Observation c3c427ba-3400-4282-bf35-4a2e08f5abd9 · outbound

This paper cites Personalization in Goal-Oriented Dialog.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Personalization in Goal-Oriented Dialog

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T04:42:28.180074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T04:42:27.702902Z digest=sha256:cb3b996fdbb91c7eca0406107e4f066b04dae8d0c80ade213907ad992f8d0317

Pith citing papers

Observation 05b4b64f-7bd4-4534-9739-9730c7825ce5 · inbound

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs cites this paper.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T22:50:43.710198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T22:50:43.710198Z digest=sha256:cf43a01123161c35d561976c324f703e0471d19edaad62aadf4498ef07a7023a

Observation f8c01691-2208-4e3f-a0ae-84f0a1c2f3ad · inbound

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments cites this paper.

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 87

Resolution
verified exact
arxiv_id, observed 2026-05-21T09:59:59.064724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-21T09:55:17.236296Z digest=sha256:d7e4ec85354f0fc22bc2879994353462c4722ffdd69e9575d0e51e6772c47a23

Observation 94d03ff8-7a75-4dc3-892a-11a3e1605db2 · inbound

AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment cites this paper.

AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-15T14:51:08.391706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T14:50:23.587894Z digest=sha256:d29b1d5e175f9e09660a41409f830fdea5b1c81ec6fdb702311cae8bd9485bf8

Observation 235105e4-49a9-4eaf-8340-91c222526348 · inbound

Iterating Toward Better Search: A Two-Agent Simulation Framework for Evaluating Agentic Search Architectures in E-Commerce cites this paper.

Iterating Toward Better Search: A Two-Agent Simulation Framework for Evaluating Agentic Search Architectures in E-Commerce PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 29

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T14:18:23.038364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-27T07:05:31.737761Z digest=sha256:883c56329d4821e1bc674864a60901de61dc2147fe3936b358f494da4610beab

Observation f7896959-0da3-47ef-8070-4ac2fae2d9bc · inbound

MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery cites this paper.

MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-07-04T17:09:58.536991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-25T23:57:26.000650Z digest=sha256:6a4c19796e9169c37d64743a35363c09544cc51ced9c7e98136dbe3236a64184