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Paper Citation Record · LEDGER

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization

As of 17 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 4 inbound Pith citation observations for arXiv:2506.12915.

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

pith.paper-citation-record.v1
2506.12915 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:42:49.542276Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:17:53.434087Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T23:26:22.230033Z

Reference resolution

60 of 60 outbound references displayed

  • verified exact2
  • verified fuzzy18
  • unresolved40
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation df9fe52e-ff70-4ff4-afbf-c7761ecfa2dc · outbound

This paper cites Llama 3 model card.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Llama 3 model card

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.843270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:43.116952Z digest=sha256:939229ca8cd2b465b60ca7406a056242cd99eb1d8b0cfe34b8a902587333cad8

Observation b19c539b-7d07-4fe1-bbde-cbdbdad264cb · outbound

This paper cites Introducing Claude, 2023.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Introducing Claude, 2023

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.828770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:43.188670Z digest=sha256:372564ba6bffe0f812e0dcfc5f99e7e67ca2a38a32c5d38233a254c44c3c76b5

Observation ff1e70a9-6682-4a2b-a50d-a011166f801d · outbound

This paper cites Explainable recommendations via attentive multi-persona collaborative filtering.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Explainable recommendations via attentive multi-persona collaborative filtering

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.813694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:43.265144Z digest=sha256:cdf86cf67ecbff137057ea00f526b4a642275ba295b8d5ab0ce9377f34564b45

Observation f3b75099-335c-4262-b5c2-1fe692280546 · outbound

This paper cites an unresolved cited work.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:42:50.796199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:43.356103Z digest=sha256:e35dc1f730797cf4d5acaf1649917e86915f03d7ba3f1f4d145da275e43e9e12

Observation 561a77ed-1958-4873-8564-51d59a221274 · outbound

This paper cites Large Language Models for User Interest Journeys.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Large Language Models for User Interest Journeys

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:43.472270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:43.472270Z digest=sha256:29b513b66288f9c3584c19ff05ee448d5b90965844c00ea73deda17d32bba0e6

Observation 8a3216b6-73a9-4a1e-9a0d-be5db0003b2b · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Training Verifiers to Solve Math Word Problems

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:43.629485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:43.629485Z digest=sha256:dcf925fae93f8ce9ecbc7f8a34435f67eb47a1460b168ed880c21196a91f0475

Observation d8741c97-87a6-4dd9-acba-06bdd36e5ccf · outbound

This paper cites Language-based user profiles for recommendation, 2024.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Language-based user profiles for recommendation, 2024

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.780640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:43.726112Z digest=sha256:db4751663cfc4a9a95a7a61a2217969bd981582488555d3f210d3c3cefe325a0

Observation 899e24ab-2fc9-4c62-acf9-65dd0abb82dc · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:43.815017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:43.815017Z digest=sha256:9d07d1f91035e3310c5a3f8edfb8bf608795e95fa72571a5c1c2b5790ba76d94

Observation d72be3e2-a298-4fb3-8d48-4f70bb024aab · outbound

This paper cites RLHF Workflow: From Reward Modeling to Online RLHF.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization RLHF Workflow: From Reward Modeling to Online RLHF

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:43.921624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:43.921624Z digest=sha256:00f6e06abe7381018fb636ada57bb25c0bef685a6453c2b7682d8598e9ea8431

Observation 605a7477-2042-4cab-a746-468a1fb2b8d0 · outbound

This paper cites Quantile Regression for Distributional Reward Models in RLHF.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Quantile Regression for Distributional Reward Models in RLHF

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:44.017650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:44.017650Z digest=sha256:cca00b84d058a3b160a3af22266f86986372a74de7c32ebcf329e894bc3c3e13

Observation 45001a41-529d-4669-9d0c-f91bbbfda397 · outbound

This paper cites Statistics (international student edition).Pisani, R.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Statistics (international student edition).Pisani, R

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.765154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:44.098073Z digest=sha256:aef4a0f30a1d69e312c7f2bf39fa764dd6545c2dde213b921d65332e0bdc591c

Observation 03d740ed-0988-4b0f-a89b-85fbd99e33db · outbound

This paper cites ASSISTGUI: Task-Oriented Desktop Graphical User Interface Automation.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization ASSISTGUI: Task-Oriented Desktop Graphical User Interface Automation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:44.206786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:44.206786Z digest=sha256:ac6e0a12258a75065816e14aed7192ffd3a29faba5c6f7db13119dfdf0624839

Observation 1193d218-ba07-48e8-89ba-7d602c4bbcfe · outbound

This paper cites Maxwell Harper and Joseph A.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Maxwell Harper and Joseph A

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:44.309282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:44.309282Z digest=sha256:fc660ee407ba7a72d6a709e611c8567bfc6c5409030d8c62de63ac976fd4b9d9

Observation b1884a62-b91b-4376-a3a7-d49738113ca5 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization LoRA: Low-Rank Adaptation of Large Language Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:44.407417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:44.407417Z digest=sha256:e76a86f0c3ac4fd1579e0b639dcc94b0b08bd8ba26d467fbb9d49dcd03ddc390

Observation 1d126f49-7c51-46de-99e0-93dbcd3e385a · outbound

This paper cites Mistral 7B.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Mistral 7B

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:44.528247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:44.528247Z digest=sha256:d86afd96547d2aa266f03b22135e7534c855c3a89a84ad6a024f917d937c8780

Observation fd144a6d-b9b9-4cfc-9103-81a078686f19 · outbound

This paper cites Know me, respond to me: Benchmarking llms for dynamic user profiling and personalized responses at scale.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Know me, respond to me: Benchmarking llms for dynamic user profiling and personalized responses at scale

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:44.598568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:44.598568Z digest=sha256:01bdcbddfe6958f0d4ff20d2fed3dce2f93cff3cb839ffcdff7fbe16ae8481ac

Observation dbe554b2-9e60-4dd1-a25c-75daaa960b0f · outbound

This paper cites Do llms understand user preferences? evaluating llms on user rating prediction, 2023.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Do llms understand user preferences? evaluating llms on user rating prediction, 2023

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.749534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:44.661027Z digest=sha256:6df08b0db9e27df896177597f8ac55c5f5e32c7e85c9329780e647e7182f8734

Observation acce208d-69f1-44cb-9511-5df271303cc5 · outbound

This paper cites Smith, and Hannaneh Hajishirzi.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Smith, and Hannaneh Hajishirzi

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.732943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:44.747736Z digest=sha256:9f1980569c88619b8b5482f74e786836dffe7431b9a68c4fff7170e1c0c4cfa8

Observation 9082a722-79eb-41b9-b5cd-4d17e4b93a5f · outbound

This paper cites Teach LLMs to Personalize -- An Approach inspired by Writing Education.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Teach LLMs to Personalize -- An Approach inspired by Writing Education

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:44.839306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:44.839306Z digest=sha256:5ea8a1da0382bc9dc251d64617511a1217506684e71d27fae74ce20a554220fe

Observation 0b93c821-47e3-4fe1-8aa4-28568b20c44b · outbound

This paper cites EvoCodeBench: An Evolving Code Generation Benchmark Aligned with Real-World Code Repositories.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization EvoCodeBench: An Evolving Code Generation Benchmark Aligned with Real-World Code Repositories

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:44.993579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:44.993579Z digest=sha256:4805d281ec0fa9ca917ba95f7f398ead853882e79398531c49f325ea04b3a37a

Observation 025f6729-5c25-481f-bdfe-384501a9f724 · outbound

This paper cites Personal llm agents: Insights and survey about the capability, efficiency and security, 2024.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Personal llm agents: Insights and survey about the capability, efficiency and security, 2024

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:45.206984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:45.206984Z digest=sha256:46869336e2c4000386d2191414143fb778ffdfcf0956f4a0f041c921ac9e1b48

Observation 973c623b-a330-4568-a22f-3e7161ae9a37 · outbound

This paper cites DeepSeek-V3 Technical Report.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization DeepSeek-V3 Technical Report

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:45.417302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:45.417302Z digest=sha256:dfc3b4dc8d3bb64e07700fd793278a1128cb4175d8da7132221262af742060fb

Observation de613ca4-0ea1-418f-be08-dc47640c140d · outbound

This paper cites Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:45.662556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:45.662556Z digest=sha256:d1ad55faf16f38aa266155aa8633b847b17d4b91e0b965155cb0152f58fad4b1

Observation 55e67858-b126-43f9-ac1b-997055aa356e · outbound

This paper cites Gaia: a benchmark for general ai assistants.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Gaia: a benchmark for general ai assistants

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:45.826955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:45.826955Z digest=sha256:abc4514327089e23855b60efd2a3377272477cf875dbff5a503d31dc2b975886

Observation 4dabe5ad-e1e6-4a06-b7a2-938676365973 · outbound

This paper cites Inf-orm-llama3.1-70b, 2024.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Inf-orm-llama3.1-70b, 2024

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.695554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:45.986279Z digest=sha256:a7c6e4deed7b3bf304efbaad9a24a1718224e862c38d66074cee1d81c80a8e1a

Observation 9d26339a-a4ce-4341-8da2-a6ddfd21d52d · outbound

This paper cites Pearl: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Pearl: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:46.217896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:46.217896Z digest=sha256:c7cc751b2b5c924dd5121668349fd512508919f8953857af2d32103695044cde

Observation a502846c-f74d-497d-bbef-3624da7b143c · outbound

This paper cites Justifying recommendations using distantly-labeled reviews and fine-grained aspects.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Justifying recommendations using distantly-labeled reviews and fine-grained aspects

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:46.468846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:46.468846Z digest=sha256:f3dbe5f8027df061b1e88a0d44dc4cccfdef40b8f53476a7661edb60589324a2

Observation d1461068-c92c-4a21-ac22-b1f37d22cb80 · outbound

This paper cites an unresolved cited work.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:46.669467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:46.669467Z digest=sha256:d28d7777683363dd3d8b6efe67f49beb5077ff5033fcc4ea28c66875ad4a52c9

Observation f960dc81-d99d-495c-91f7-ec993c0142c3 · outbound

This paper cites Offsetbias: Leveraging debiased data for tuning evaluators, 2024.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Offsetbias: Leveraging debiased data for tuning evaluators, 2024

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.669232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:46.759553Z digest=sha256:a6011b129e1be288e999bc2b691fc6bf4b1d93acf5332481b63300266b7a1c34

Observation f83332af-f9fb-4ed0-8352-46c1c07a1adc · outbound

This paper cites Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:46.830983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:46.830983Z digest=sha256:e23baaed488a334ffbb2645946ebf39e1eca04f87cf7bd22ae790350ea03bf87

Observation e299f189-bbd1-4955-8105-9907101978a1 · outbound

This paper cites Optimization methods for personalizing large language models through retrieval augmentation.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Optimization methods for personalizing large language models through retrieval augmentation

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.653364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:46.893593Z digest=sha256:571c5dda3cf17e749e39a9cca5b32df79e8f750ab6646311255a758f6ca5b57a

Observation 38b19d84-5506-4f08-969a-747f6f9600da · outbound

This paper cites Lamp: When large language models meet personalization, 2024.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Lamp: When large language models meet personalization, 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.637116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:46.993342Z digest=sha256:9aa93275dd51002d7f036add958b8e7180261d42d4e015a7376c6bb62041fcfe

Observation 7bdf8faf-4cd0-42c0-a1b0-dbfbb3010824 · outbound

This paper cites User Modeling in the Era of Large Language Models: Current Research and Future Directions.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization User Modeling in the Era of Large Language Models: Current Research and Future Directions

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:47.082342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:47.082342Z digest=sha256:a6123836550c432bf9c6dccef2e56ac7e5ccf03dd44b91bee526b5470d85b026

Observation d461b08c-aee2-4354-9315-d2dac31d9b72 · outbound

This paper cites Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:47.145964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:47.145964Z digest=sha256:3aac1500730b209df4cdc678644cd9e3920f34c6f3ce4dda9337c35f8abda3df

Observation 434d6938-67d5-464d-9f87-cec2fd64484b · outbound

This paper cites RoleCraft-GLM: Advancing Personalized Role-Playing in Large Language Models.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization RoleCraft-GLM: Advancing Personalized Role-Playing in Large Language Models

Reference 35

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:42:50.086889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:47.232242Z digest=sha256:902d12c0bdd81c4d59d1eb53ebdd45f3730fcfe65a2e027652971b8b65f490b7

Observation 0685e883-6cb0-4d03-b974-b7dbd8af8505 · outbound

This paper cites Qwq-32b: Embracing the power of reinforcement learning, March 2025.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Qwq-32b: Embracing the power of reinforcement learning, March 2025

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T00:42:47.309915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:47.309915Z digest=sha256:a514d704dec594484c9aa09c420efddad1369911141550d041c81f59be0d2bad

Observation 52a40200-fdec-478b-9b9b-eb2ab9254003 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 37

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source=pdf_text observed=2026-08-07T00:42:47.380532Z digest=sha256:d120849894d59c18c3169d3733d2dffab89dd3a713af52f574eb831933621501

Observation eb62ce9f-152e-48f4-bb12-f0185e72ab63 · outbound

This paper cites Interpretable preferences via multi- objective reward modeling and mixture-of-experts.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Interpretable preferences via multi- objective reward modeling and mixture-of-experts

Reference 38

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:42:47.488090Z digest=sha256:d14a9fd782a2e6c939c7e73e809ede3feaf1792d2fb6fe817ce6c365a2b464c6

Observation 6a019766-1fae-4bd3-be1d-cea19a4539d4 · outbound

This paper cites Weaver: Foundation Models for Creative Writing.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Weaver: Foundation Models for Creative Writing

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:47.548157Z digest=sha256:b0985b53dbd0bbcc9e64ed0c4172bffff1daddfe96f83d1f8c13f56f0836e085

Observation 07794934-94f4-48a7-ab18-1e99d21aad81 · outbound

This paper cites AI PERSONA: Towards Life-long Personalization of LLMs.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization AI PERSONA: Towards Life-long Personalization of LLMs

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:47.668122Z digest=sha256:449e0f8cd44d25245a6f44eecd37826c41b480c62a257c2b942bd1ea96900ae0

Observation 8d710010-a9d1-489c-94c5-ad874f411ade · outbound

This paper cites HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM

Reference 41

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no resolver link, observed 2026-08-07T00:42:47.768903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:47.768903Z digest=sha256:355d5279b7d7569cc7886d283f5d544c71aec04266bdaa56a11d97d93c91117e

Observation b3b23bd3-640a-4e84-89ff-091dd43c11d9 · outbound

This paper cites HelpSteer2: Open-source dataset for training top-performing reward models.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization HelpSteer2: Open-source dataset for training top-performing reward models

Reference 42

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no resolver link, observed 2026-08-07T00:42:47.880878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:47.880878Z digest=sha256:515e5e00c2513dd2a8df1826ec5ff1bc8782333487a8d03016996092c5ef9982

Observation aa31f723-4050-45ba-beab-792317fd412c · outbound

This paper cites Personalized large language models, 2024.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Personalized large language models, 2024

Reference 43

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verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.601764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:47.977115Z digest=sha256:284a8ccee2caf272bc632f6aba7c4b18750abf8057b4ba70ba9fd857f53e265d

Observation c2f88625-db39-4e3e-8f3f-1633a63acba6 · outbound

This paper cites Travelplanner: A benchmark for real-world planning with language agents.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Travelplanner: A benchmark for real-world planning with language agents

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.586415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:48.038867Z digest=sha256:1a09a5d127422b4398e55473d5bec5e9797f13ceff4f3dc7b9e9afe8370724db

Observation 443bcc92-0eec-47b2-91f2-6e23338da4aa · outbound

This paper cites Iterative preference learning from human feedback: Bridging theory and practice for rlhf under kl-constraint, 2024.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Iterative preference learning from human feedback: Bridging theory and practice for rlhf under kl-constraint, 2024

Reference 45

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no resolver link, observed 2026-08-07T00:42:48.114443Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:42:48.114443Z digest=sha256:569320593b1a65373150cb5564227ccacb3176d6500268f310a4119b584dc207

Observation 90af4112-5601-42c0-8992-089a64fef636 · outbound

This paper cites Qwen2.5 Technical Report.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Qwen2.5 Technical Report

Reference 47

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no resolver link, observed 2026-08-07T00:42:48.319868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:48.319868Z digest=sha256:47f3257d575e1f0761f873af97141bdfde1f735e52056daf12c49d2717dfd85d

Observation 48cd27ac-c3ea-4593-8bf8-e05e9953898a · outbound

This paper cites RefGPT: Dialogue Generation of GPT, by GPT, and for GPT.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization RefGPT: Dialogue Generation of GPT, by GPT, and for GPT

Reference 48

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verified exact
local_arxiv, observed 2026-08-07T00:42:49.854512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:48.395777Z digest=sha256:3636f8dc50f5436003cde19cac4c490f0b1ac6b380024bb985060c346fce5fbb

Observation fd8a4f3d-b645-4051-a713-0c8618677e9a · outbound

This paper cites Palr: Personalization aware llms for recommendation, 2023.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Palr: Personalization aware llms for recommendation, 2023

Reference 49

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raw_fallback, observed 2026-08-07T00:42:50.559366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:48.483560Z digest=sha256:31128d0e19c3acf956738929b94c3f8127c19579308215e56497ec0436637841

Observation c8ca9a81-b836-42c8-b79c-0ed0a04d842c · outbound

This paper cites BookGPT: A General Framework for Book Recommendation Empowered by Large Language Model.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization BookGPT: A General Framework for Book Recommendation Empowered by Large Language Model

Reference 50

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no resolver link, observed 2026-08-07T00:42:48.564482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:42:48.564482Z digest=sha256:63dd87e8f8933e3396277e8ecdffb1acb9da07540797c4bcf5e486a77bcea1c8

Observation 51d0cc83-eb94-4122-8a29-3233366d4fdf · outbound

This paper cites Instruction-Following Evaluation for Large Language Models.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Instruction-Following Evaluation for Large Language Models

Reference 51

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:42:48.631231Z digest=sha256:1c833ab8a75ff268e0d6ed739b0a5a9f99ca2d31f3e0446e8674ab34a2fc7522

Observation 8788018d-c404-4c45-bc0a-847d301b557f · outbound

This paper cites Learning to predict persona information for dialogue personalization without explicit persona description.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Learning to predict persona information for dialogue personalization without explicit persona description

Reference 52

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no resolver link, observed 2026-08-07T00:42:48.711798Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:42:48.711798Z digest=sha256:6defe4b7437fc004683bde9591e94d1d8c4c2649b21f39721fa4dd3891c4c080

Observation 94f043c8-85a3-4f6f-9cca-51230c272405 · outbound

This paper cites PersonalLLM: Tailoring LLMs to Individual Preferences.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization PersonalLLM: Tailoring LLMs to Individual Preferences

Reference 53

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:42:48.799048Z digest=sha256:ff17e767c7ea78322bed3dc68b7e3c45bf92dcfeb6899d29aa70e788dd15f50e

Observation aa98592d-827f-404c-b1a4-3de0e13ce052 · outbound

This paper cites Avoid purely factual queries.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Avoid purely factual queries

Reference 54

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raw_fallback, observed 2026-08-07T00:42:50.544671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:48.864789Z digest=sha256:379ec8e1e2d484186b67ab387d878bf3991cf43e47d472bbeb35f5fd5952f011

Observation cdbe10b5-461b-4df8-bd19-a0bf147a9a1d · outbound

This paper cites Do not awkwardly mash memory scenes and persona configuration.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Do not awkwardly mash memory scenes and persona configuration

Reference 55

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verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.530177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:48.938392Z digest=sha256:075600478a1ea5fd3ade179393e5fc1688aa76ce0c5d2e2e4e3dd7b57a7e53db

Observation f0962368-c738-45f3-801e-ccc15cbcfc52 · outbound

This paper cites an unresolved cited work.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Unresolved cited work

Reference 56

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:49.000542Z digest=sha256:2e01aa47f656d0d2c7bd1109aaee995fcfa9d61d3ac827dfb92563af2315e75c

Observation 08bba89e-7836-4ab4-b1ed-d1d2f60846c5 · outbound

This paper cites an unresolved cited work.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Unresolved cited work

Reference 57

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unresolved
raw_fallback, observed 2026-08-07T00:42:50.496231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:49.072393Z digest=sha256:cb58fbde0bb7fa8cca5bb8c9583b74fe24ccd3f19f82501c2ed286b69bb1b02f

Observation 6f0cf8fc-877e-4f07-8129-e9174fd3afa4 · outbound

This paper cites Instead, infer what the user might want based on their existing persona configuration, rather than just combining field details.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Instead, infer what the user might want based on their existing persona configuration, rather than just combining field details

Reference 58

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verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.481803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:49.172406Z digest=sha256:cd2ed2311b47bf1670f063adaa58b38fc13ddef029014dc37bb62dce4a136e64

Observation a89e8741-4e83-4f7e-992d-b71feb342576 · outbound

This paper cites an unresolved cited work.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Unresolved cited work

Reference 59

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raw_fallback, observed 2026-08-07T00:42:50.466452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:49.319156Z digest=sha256:04e13d16db64c6bf20ee1ef29e6060d87afe6503d84dc6a4b3b213c50e6f94a6

Observation d39cdb81-053f-4132-bcff-6707cbe688bc · outbound

This paper cites an unresolved cited work.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization Unresolved cited work

Reference 60

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raw_fallback, observed 2026-08-07T00:42:50.451650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:49.423886Z digest=sha256:39167714b34a2fd08269587915840f1f1b0edf85324a0d412191bb84b2a60c56

Observation 862f2935-76d3-4266-85f9-654c411cc260 · outbound

This paper cites For instance, add overly general or irrelevant information, or provide vague or overly broad advice.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization For instance, add overly general or irrelevant information, or provide vague or overly broad advice

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:42:50.435777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T00:42:49.542276Z digest=sha256:4ff4eb9dfb34fc784a67c769dff89fc06473e1cbf040822809e140ae7c30e840

Pith citing papers

Observation 1beb8346-8819-4887-8d18-355c24811f45 · 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 PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-15T14:51:08.344417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-15T14:50:23.587894Z digest=sha256:8f44a0b8ca9d71f0eedeaab3dffd6b51c47c03c44ec757ff7be156bf5ab9e464

Observation 1a8b8716-b32f-4be0-85d8-05f974e0118d · inbound

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization cites this paper.

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:56:20.508725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-06-28T14:51:27.110839Z digest=sha256:6a48fe379ad349689381b4880335cb1dad5a65ce282cd6dd9ed37d98352e2840

Observation a79d1622-dd64-44c9-9ceb-3422a5b9d438 · inbound

BehaviorBench: Modeling Real-World User Decisions from Behavioral Traces cites this paper.

BehaviorBench: Modeling Real-World User Decisions from Behavioral Traces PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-01T23:26:22.232555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-28T14:25:04.965228Z digest=sha256:9fd30aecc547b45db8c0119509c70885877e7b84a30b89df42b984c372854b2d

Observation cba440d3-9b69-45e2-a3f3-0aa57e8bb554 · inbound

LUNAR: Benchmarking Personalized Large Language Models on UNiversal User BehAvioR Logs cites this paper.

LUNAR: Benchmarking Personalized Large Language Models on UNiversal User BehAvioR Logs PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization

Reference 32

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unresolved
no resolver link, observed 2026-08-08T17:17:53.434087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T17:17:53.434087Z digest=sha256:8cd854d76c251d3575ff771b2eef26af3d8b9ca5797244869694d7d984ed92be