Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:42:28.105388Z
Paper Citation Record · LEDGER
PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants
As of 9 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T22:50:43.710198Z
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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.
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.
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.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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.
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 2026-08-09T06:31:02.800959+00:00.
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.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.
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 2026-08-09T06:31:02.800959+00:00.