Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T13:26:20.309401Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 1 inbound Pith citation observation for arXiv:2605.24647.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T13:26:20.309401Z
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 2026-07-14T05:36:59.959813Z
A source-named dated measurement, never combined with another source.
Source: cited_works
68 of 68 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1e1c08b1-84b5-44e6-91fb-4d2ea7aeea0d · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Large language models empowered personalized web agents
Reference 1
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 391433f9-a0cf-487a-b5fb-a9e80face769 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation A survey on dialogue systems: Recent advances and new frontiers.Acm Sigkdd Explorations Newsletter, 19(2):25–35, 2017
Reference 2
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 42be98f9-0c52-43d0-9e52-f9de0f79f3d0 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation A Personalized Dialogue Generator with Implicit User Persona Detection
Reference 3
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 0ccc7bf2-f4b6-4ab0-9e76-3e8eb15d475b · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Large language models (llms) inference offloading and resource allocation in cloud-edge networks: An active inference approach
Reference 4
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 4148c6b6-fe58-4ea8-979a-d4758b396ff0 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation The free-energy principle: a unified brain theory?Nature reviews neuroscience, 11(2):127–138
Reference 5
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 d91babe1-0b62-42c1-82a0-327dbffbc143 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Friston, J
Reference 6
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 26ff3451-b611-4608-baa2-b2cf29dcb2fe · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Active inference and epistemic value.Cognitive neuroscience, 6(4):187–214, 2015
Reference 7
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 3b92a031-df6d-4376-913b-c6287af87988 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Active inference and learning.Neuroscience & Biobehavioral Reviews, 68:862–879, 2016
Reference 8
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 fc47739b-cffc-4c97-830e-7c9825045891 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Neural Computation29(1), 1 – 49 (2017).https: //doi.org/10.1162/NECO_a_00912
Reference 9
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 43e3fe1f-d052-461d-9966-b472b9dee79f · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Action and behavior: a free-energy formulation.Biological cybernetics, 102(3):227–260, 2010
Reference 10
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 a3ff24f4-a893-45c0-9156-cdc968f29a37 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation The Llama 3 Herd of Models
Reference 11
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 f3b50c84-077d-42f2-bfe9-50433131fb22 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work
Reference 12
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 d10ed754-d9b9-4c82-b14a-b7c2be2a12d1 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Mem-pal: Towards memory-based personalized dialogue assistants for long- term user-agent interaction
Reference 13
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 0e75d09a-b687-4d00-af3d-1f4d0600bb2d · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Dialogue management by estimating user’s internal state using movie recommendation dialogue.Journal of Natural Language Processing, 28(1):104–135, 2021
Reference 14
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 82b12ccd-960e-48f6-b3e9-bdd8b35b5a3b · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Aligning to thousands of preferences via system message generalization.Advances in Neural Information Processing Systems, 37:73783–73829
Reference 15
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 f282cb7d-a64d-400b-8fc1-311fcd19e269 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Hello again! llm-powered personalized agent for long-term dialogue
Reference 16
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 628a1cf1-8dd7-4ee0-9a20-8ee8ba040c89 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation A persona-aware llm-enhanced framework for multi-session personalized dialogue generation
Reference 17
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 a89a5ccf-f209-4db2-add9-1aa27f2bb702 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation L-mtp: Leap multi-token prediction beyond adjacent context for large language models.Advances in Neural Information Processing Systems, 38: 102569–102600, 2026
Reference 18
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 0667c84e-25fc-4071-b9c3-baf36ba80db0 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation MIRACLE: Towards Personalized Dialogue Generation with Latent-Space Multiple Personal Attribute Control
Reference 19
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 603e5f0e-7924-45c2-8ecf-8881823bd1ef · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Odar: Principled adaptive routing for llm reasoning via active inference.arXiv preprint arXiv:2602.23681, 2026
Reference 20
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 e3259fd5-c0a6-4bcb-a794-22974dc4cdf6 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Maple: A framework for active preference learning guided by large language models
Reference 21
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 01674e1b-4f60-403c-a329-de45442bdf9f · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation UniDetect: LLM-Driven Universal Fraud Detection across Heterogeneous Blockchains
Reference 22
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 e4d448d2-0fb4-420b-b413-6df5b1410b7c · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Active inference and human– computer interaction.ACM Transactions on Computer-Human Interaction, 32(6):1–45, 2025
Reference 23
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 561f410f-ba80-4be2-9f13-e03ff161327f · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Generating meaning: active inference and the scope and limits of passive ai.Trends in Cognitive Sciences, 28(2): 97–112, 2024
Reference 24
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 848a2970-a598-42ba-bcc1-75befc90e6fd · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Active preference inference using language models and probabilistic reasoning
Reference 25
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 c4475018-fafa-4371-a5e5-0acfe7843e81 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Initial efficacy of mi, ttm tailoring and hri’s with multiple behaviors for employee health promotion.Preventive medicine, 46(3):226–231, 2008
Reference 26
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 9ead5169-09c8-4d26-8b1a-9947a5d331b0 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Latent inter-user difference modeling for llm personalization
Reference 27
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 d3638ec3-47cf-4cbe-8304-e48e7d094e2c · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Measuring what makes you unique: Difference-aware user modeling for enhancing llm personalization
Reference 28
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 78e5f507-12e8-477c-81d4-487b06584cfc · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Raptor: Recursive abstractive processing for tree-organized retrieval
Reference 29
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 25b6e2a3-3a88-4627-8967-5d22bf336d96 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Average user-side counterfactual fairness for collaborative filtering.ACM Transactions on Information Systems, 42(5):1–26, 2024
Reference 30
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 43af9666-1ec7-4ab3-9ead-04bc85fec6c2 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Pmg: Personalized multimodal response generation with large language models
Reference 31
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 6dc1e88e-d6a1-4593-bf87-4f502b453d17 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Answering narrative-driven recommendation queries via a retrieve–rank paradigm and the ocg-agent
Reference 32
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 a8b09a19-a9c3-46f8-9319-bdb7c258247a · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation An active inference strategy for prompting reliable responses from large language models in medical practice.npj Digital Medicine, 8(1):119, 2025
Reference 33
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 fd44dbd2-6b82-4fea-98c0-45908ad9a7b2 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Rethinking the Alignment of Psychotherapy Dialogue Generation with Motivational Interviewing Strategies
Reference 34
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 e2f7fe16-1401-4775-8418-c6db1a8d7147 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Enhancing Personalized Dialogue Generation with Contrastive Latent Variables: Combining Sparse and Dense Persona
Reference 35
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 aabfe5d0-ef32-4766-8609-3128bbcd8b1a · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Msl: Not all tokens are what you need for tuning llm as a recommender
Reference 36
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 8eb8a6bf-9a28-439f-ac8a-da61dbe227e1 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Think-While-Generating: On-the-Fly Reasoning for Personalized Long-Form Generation.arXiv preprint arXiv:2512.06690.2025
Reference 37
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 79d5e2ae-fe4d-496d-bcf8-e03d698725be · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Rlpf: Reinforcement learning from prediction feedback for user summarization with llms
Reference 38
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 e32719e6-2b5c-4b75-9e86-d67d70c5be5e · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Humanlm: Simulating users with state alignment beats response imitation
Reference 39
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 16a5bf2d-d45d-4800-abbf-00958cce073e · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Anno-mi: A dataset of expert-annotated counselling dialogues
Reference 40
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 29f062f6-febc-47fa-9ba8-176b6728ed0e · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Few-shot dialogue strategy learning for motiva- tional interviewing via inductive reasoning
Reference 41
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 a62175eb-4859-4f64-8ab0-b5bfc731770a · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Gajos, and Dakuo Zhang
Reference 42
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 81d036a4-a20f-42f9-9822-b8b072bd91bf · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Qwen3 Technical Report
Reference 43
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 42d6e943-6105-4e71-9c51-9a27b8a545d4 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Reliable and responsible foundation models.Transactions on Machine Learning Research, 2025
Reference 44
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 a0f228b2-4f85-4e70-8b52-42382f8d54de · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Cami: A counselor agent sup- porting motivational interviewing through state inference and topic exploration
Reference 45
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 9211c888-0feb-41b5-a318-b4ee19148533 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Consistent client simulation for motivational interviewing-based counseling
Reference 46
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 0e345310-98cc-429c-9f41-ba31e978e418 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Memweaver: A hierarchical memory from textual interactive behaviors for personalized genera- tion
Reference 47
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 6349c54e-3268-4174-86c5-db63a1fdbabd · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
Reference 48
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 e88a019e-d220-4409-beac-62fdad7c8753 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Prime: Large language model personalization with cognitive dual-memory and personalized thought process
Reference 49
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 6c773276-3e7c-46ad-83e2-0defbb02627a · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Reinforced latent reasoning for llm-based recommendation.ICLR, 2026
Reference 50
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 c67f18c7-b355-4eed-a066-ecdb54a0e4ae · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Nextmem: Towards latent factual memory for llm-based agents
Reference 51
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 cb8f9fe4-4d4e-48ae-910a-b0ab53fd9810 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Explicit vs implicit memory: Exploring multi-hop complex reasoning over personalized information
Reference 52
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 13454e38-036b-490b-a7b4-71bfa7d0aeaf · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models
Reference 53
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 1bddde5a-ec4d-47eb-9d64-09a0ce49969a · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation SteerX: Disentangled Steering for LLM Personalization.arXiv preprint arXiv:2510.22256.2025
Reference 54
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 454928a4-5e7f-4bf8-8e6c-f346212b499e · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Reinforced strategy optimization for conversational recommender systems via network-of-experts.arXiv e-prints, pages arXiv–2509, 2025
Reference 55
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 4fafff11-0bbc-4587-a7ab-5febbd58e570 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Nextquill: Causal preference modeling for enhancing llm personalization
Reference 56
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 8337a739-c045-4994-b0ff-6d69912ab7c2 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation abstract_cue
Reference 57
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 3e1ebfd0-2863-4110-9729-52e4235e9bee · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work
Reference 58
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 73422f83-3e5d-43da-a240-debf3861db21 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work
Reference 59
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 83d752d4-5021-4442-8814-f8263d0efc89 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation ## Strict Rules - Single valid JSON; no markdown fences; escape internal " as \"
Reference 60
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 190a6d41-6440-4cd0-a356-4ae808c1178f · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work
Reference 61
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 f2d3cfea-5f88-475f-9189-25e040f04b25 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation could",
Reference 62
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 b73eb437-6c00-4c68-a737-64d137224aaa · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation yeah", "I don’t know
Reference 63
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 b6f431e5-6828-4c00-bd06-a6b354c2e7db · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work
Reference 64
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 828a56af-4669-4765-8023-194f72977787 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work
Reference 65
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 f458e86e-dc52-489d-90b4-fe7a36d8ca46 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation ""{current_state}
Reference 66
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 f2900907-8c94-46f9-be71-5fbdb8485e30 · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work
Reference 67
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 b28a1d07-0809-4bcf-b25a-70ccf17e307c · outbound
Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation current_state
Reference 68
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 3966609b-29fe-4dc8-be75-1eeaf80149fa · inbound
Relational Positioning as a Measurable Risk Object: History-Carried Lock-in and Self-Confabulation in Multi-Turn Human-AI Dialogue Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.