Paper Citation Record · LEDGER

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

As of 8 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 3 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 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T14:51:27.110839Z

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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.

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.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:42:47.380532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:42:47.488090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:42:47.548157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:42:47.668122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified fuzzy; 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 2026-08-08T06:32:00.761636+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:42:48.631231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: unresolved; no resolver link, observed 2026-08-07T00:42:48.799048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified fuzzy; 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:42:50.514814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: unresolved; 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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.