Pith. sign in

Paper Citation Record · LEDGER

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation

As of 13 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.

pith.paper-citation-record.v1
2605.24647 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T13:26:20.309401Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T05:36:59.959813Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

68 of 68 outbound references displayed

  • verified exact15
  • verified fuzzy45
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1e1c08b1-84b5-44e6-91fb-4d2ea7aeea0d · outbound

This paper cites Large language models empowered personalized web agents.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Large language models empowered personalized web agents

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.967943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d66c74c5b3f5959af244baa95846fb05cbb52872dade20e5ad89424575f9769d

Observation 391433f9-a0cf-487a-b5fb-a9e80face769 · outbound

This paper cites A survey on dialogue systems: Recent advances and new frontiers.Acm Sigkdd Explorations Newsletter, 19(2):25–35, 2017.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.897440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:b80892f06b57f57239f92a514fd498097905ca37b1274466d06490bc9d4a72bb

Observation 42be98f9-0c52-43d0-9e52-f9de0f79f3d0 · outbound

This paper cites A Personalized Dialogue Generator with Implicit User Persona Detection.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.848259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:bf39b6c75ebf90985bc40408fff8e2ab479350f3dbc5efa137d2f05cd2ddb8cb

Observation 0ccc7bf2-f4b6-4ab0-9e76-3e8eb15d475b · outbound

This paper cites Large language models (llms) inference offloading and resource allocation in cloud-edge networks: An active inference approach.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.975756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:6d0735b166a7b93234c71c045f28b6eb274204bbef40f833202d7a96c9e6b340

Observation 4148c6b6-fe58-4ea8-979a-d4758b396ff0 · outbound

This paper cites The free-energy principle: a unified brain theory?Nature reviews neuroscience, 11(2):127–138.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.985284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:5d34ba5b78877b0e0c3f1e9d2aed8227cbdb7ce5d3ed503bdddd3c29270c36ed

Observation d91babe1-0b62-42c1-82a0-327dbffbc143 · outbound

This paper cites Friston, J.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Friston, J

Reference 6

Resolution
metadata mismatch
doi, observed 2026-06-30T13:34:39.911801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:4d5e07fb5a25bfcc01962d53741633c918eb976e4b070d38369d8dfeb73a30b3

Observation 26ff3451-b611-4608-baa2-b2cf29dcb2fe · outbound

This paper cites Active inference and epistemic value.Cognitive neuroscience, 6(4):187–214, 2015.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.962291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:056e8fb81f72fe97253183bedf9460c686a8db2a2ffc37c357e61b82675bf428

Observation 3b92a031-df6d-4376-913b-c6287af87988 · outbound

This paper cites Active inference and learning.Neuroscience & Biobehavioral Reviews, 68:862–879, 2016.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.925873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:19bcb63c20b2cb64873aed748be72671dc26957c20c339fc5e10f3e8136a1774

Observation fc47739b-cffc-4c97-830e-7c9825045891 · outbound

This paper cites Neural Computation29(1), 1 – 49 (2017).https: //doi.org/10.1162/NECO_a_00912.

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

Resolution
verified exact
doi, observed 2026-06-30T13:34:39.909750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:6ca81722f1fd53ae5d3ecb1e9e55519981e95088e8d85d3c75b2821f85eaafaa

Observation 43e3fe1f-d052-461d-9966-b472b9dee79f · outbound

This paper cites Action and behavior: a free-energy formulation.Biological cybernetics, 102(3):227–260, 2010.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.975955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:9d167430aad8878a0830206b1477e019f6b94944c27d03fd9af9cfaa6624d137

Observation a3ff24f4-a893-45c0-9156-cdc968f29a37 · outbound

This paper cites The Llama 3 Herd of Models.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation The Llama 3 Herd of Models

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-06-30T13:34:40.885337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d6aba924aa33df63ca0b6cbb59cbdc882d7a0595f0bee5ec40981149bdf9f0c2

Observation f3b50c84-077d-42f2-bfe9-50433131fb22 · outbound

This paper cites an unresolved cited work.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-07-09T01:55:51.935126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:c94f08ba1be753b672894b08a57d66ee1e7646e5352ee31b2551c01c3996eeae

Observation d10ed754-d9b9-4c82-b14a-b7c2be2a12d1 · outbound

This paper cites Mem-pal: Towards memory-based personalized dialogue assistants for long- term user-agent interaction.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.951656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:a4e93c5ad56f2aa4ed8330d95824602b6884434f0ed1330439520ecfddfd4182

Observation 0e75d09a-b687-4d00-af3d-1f4d0600bb2d · outbound

This paper cites Dialogue management by estimating user’s internal state using movie recommendation dialogue.Journal of Natural Language Processing, 28(1):104–135, 2021.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.937427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:99556f8479f75e282eb7852b01a0b4e24f480bdf380629c2ccc9968a81e76647

Observation 82b12ccd-960e-48f6-b3e9-bdd8b35b5a3b · outbound

This paper cites Aligning to thousands of preferences via system message generalization.Advances in Neural Information Processing Systems, 37:73783–73829.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.954275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:152a30193e3207d2551a9483b49e4c3773ff938ef115283b2c94adfc5d0479ab

Observation f282cb7d-a64d-400b-8fc1-311fcd19e269 · outbound

This paper cites Hello again! llm-powered personalized agent for long-term dialogue.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.966374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:5a6728e099bfb4babf2d96060dd4648c9fc624287ca3f97bd2c5bd4ea2d12860

Observation 628a1cf1-8dd7-4ee0-9a20-8ee8ba040c89 · outbound

This paper cites A persona-aware llm-enhanced framework for multi-session personalized dialogue generation.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.977462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:6acce2fcc94a3b6abc13c80b9fce7b605ea39ec876c2bd0c6ba2cd5c6e6118f9

Observation a89a5ccf-f209-4db2-add9-1aa27f2bb702 · outbound

This paper cites L-mtp: Leap multi-token prediction beyond adjacent context for large language models.Advances in Neural Information Processing Systems, 38: 102569–102600, 2026.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.974066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:c0eae076849f0071683e712f8e933abcf12d496ab82aef9b64112c5568cc01ab

Observation 0667c84e-25fc-4071-b9c3-baf36ba80db0 · outbound

This paper cites MIRACLE: Towards Personalized Dialogue Generation with Latent-Space Multiple Personal Attribute Control.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.873689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:ba1f10b860ae99fd70bda5cb44663340e2de37bc540c640b1784cd46ed94b6ed

Observation 603e5f0e-7924-45c2-8ecf-8881823bd1ef · outbound

This paper cites Odar: Principled adaptive routing for llm reasoning via active inference.arXiv preprint arXiv:2602.23681, 2026.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.874235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:dd660fccd2fb3be0728a9782f03b7a8d3ba3e7eda4465244cc4487bed322161c

Observation e3259fd5-c0a6-4bcb-a794-22974dc4cdf6 · outbound

This paper cites Maple: A framework for active preference learning guided by large language models.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.919861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:b84fbead53e67d73208f0033d234df3d4beae64b51301640f5930f1e12a294a5

Observation 01674e1b-4f60-403c-a329-de45442bdf9f · outbound

This paper cites UniDetect: LLM-Driven Universal Fraud Detection across Heterogeneous Blockchains.

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

Resolution
verified exact
local_arxiv, observed 2026-06-30T13:34:40.877128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:49ce7989f40debcf2130e8f524adb08bc69bd194d99ab3bd897aa0f6e068411f

Observation e4d448d2-0fb4-420b-b413-6df5b1410b7c · outbound

This paper cites Active inference and human– computer interaction.ACM Transactions on Computer-Human Interaction, 32(6):1–45, 2025.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.941415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:7f00ceff77a33114363521456705fe7bfd4df9afa07bfbf35be34b8cebe9a7a0

Observation 561f410f-ba80-4be2-9f13-e03ff161327f · outbound

This paper cites Generating meaning: active inference and the scope and limits of passive ai.Trends in Cognitive Sciences, 28(2): 97–112, 2024.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.981379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d8f804fe33371b4698e8c0a24577b29eae529677ee310259f307c012faf5992f

Observation 848a2970-a598-42ba-bcc1-75befc90e6fd · outbound

This paper cites Active preference inference using language models and probabilistic reasoning.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.935418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:3ff9b95ed9fd186c61bbb40c1e34f2b64f3252a47570a8f8e48da89a605f3e88

Observation c4475018-fafa-4371-a5e5-0acfe7843e81 · outbound

This paper cites Initial efficacy of mi, ttm tailoring and hri’s with multiple behaviors for employee health promotion.Preventive medicine, 46(3):226–231, 2008.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.991287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:197889df59ef12b47469d582bd8a2d2a18710101c91a829d407b0ae75416a92d

Observation 9ead5169-09c8-4d26-8b1a-9947a5d331b0 · outbound

This paper cites Latent inter-user difference modeling for llm personalization.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.949797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:718db69c23b5d90cecefdc19f58126f12b59d9192a17fa3e111877468367f394

Observation d3638ec3-47cf-4cbe-8304-e48e7d094e2c · outbound

This paper cites Measuring what makes you unique: Difference-aware user modeling for enhancing llm personalization.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.979430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:b68571c1a5f71c84bd15a59b6f737acc15ba14105367f39abcfbaaed427a6963

Observation 78e5f507-12e8-477c-81d4-487b06584cfc · outbound

This paper cites Raptor: Recursive abstractive processing for tree-organized retrieval.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.930605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:965656c8b1a4678f5cb1c649bbd7ecc8fcab9a81b5a362df8b925365a397d517

Observation 25b6e2a3-3a88-4627-8967-5d22bf336d96 · outbound

This paper cites Average user-side counterfactual fairness for collaborative filtering.ACM Transactions on Information Systems, 42(5):1–26, 2024.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.981122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:5cae94d32672e286360a65aad9db2fbb670b72f03fbc4d2d5326aaeb5a4c5a9e

Observation 43af9666-1ec7-4ab3-9ead-04bc85fec6c2 · outbound

This paper cites Pmg: Personalized multimodal response generation with large language models.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.987077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d8d13d69e3da585c71ace71bf0e866e19764904c72367f72a39d95a5d3d6866f

Observation 6dc1e88e-d6a1-4593-bf87-4f502b453d17 · outbound

This paper cites Answering narrative-driven recommendation queries via a retrieve–rank paradigm and the ocg-agent.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.904249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:f975b56ea33bd5ab57a695c34424cc11d5c9dec38b4b9a7f668cdb592318a3ad

Observation a8b09a19-a9c3-46f8-9319-bdb7c258247a · outbound

This paper cites An active inference strategy for prompting reliable responses from large language models in medical practice.npj Digital Medicine, 8(1):119, 2025.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.970209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:5bf973cd16473dc5e962bc1c90aaa3f948a4186c2df23bd88e54876d6f713092

Observation fd44dbd2-6b82-4fea-98c0-45908ad9a7b2 · outbound

This paper cites Rethinking the Alignment of Psychotherapy Dialogue Generation with Motivational Interviewing Strategies.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.880013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:e71b38841fd2864211e532a3bed52031c28a401420387059f8750091f166d4ef

Observation e2f7fe16-1401-4775-8418-c6db1a8d7147 · outbound

This paper cites Enhancing Personalized Dialogue Generation with Contrastive Latent Variables: Combining Sparse and Dense Persona.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.883124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:2b8f4807ad996efc47ef595446ad64fd8476cf04ed8ee469afc7e18bbe8e661b

Observation aabfe5d0-ef32-4766-8609-3128bbcd8b1a · outbound

This paper cites Msl: Not all tokens are what you need for tuning llm as a recommender.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.950576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:700219030c549eb338c90b723ce68632ccef42a6a9e1357277f22e855e5e0c71

Observation 8eb8a6bf-9a28-439f-ac8a-da61dbe227e1 · outbound

This paper cites Think-While-Generating: On-the-Fly Reasoning for Personalized Long-Form Generation.arXiv preprint arXiv:2512.06690.2025.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.869082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:29d5f32713673c6106c202cd5beae9039751022462657f7af3e7f293440b440c

Observation 79d5e2ae-fe4d-496d-bcf8-e03d698725be · outbound

This paper cites Rlpf: Reinforcement learning from prediction feedback for user summarization with llms.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.939668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:736c2afaf44172f9377ea054341c382e3b6b9810fc238696785ebc83fbd7a2d7

Observation e32719e6-2b5c-4b75-9e86-d67d70c5be5e · outbound

This paper cites Humanlm: Simulating users with state alignment beats response imitation.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.860722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:51bc8afc674a8bee0e658b96a413caaaf2e15a66aad45ae05db5001af31f5378

Observation 16a5bf2d-d45d-4800-abbf-00958cce073e · outbound

This paper cites Anno-mi: A dataset of expert-annotated counselling dialogues.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.970537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:92027bbca846c06a23b6360b00cd360db71f4f7ad030a6b1439ce062b5128e41

Observation 29f062f6-febc-47fa-9ba8-176b6728ed0e · outbound

This paper cites Few-shot dialogue strategy learning for motiva- tional interviewing via inductive reasoning.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.928440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:2c4611d91f66b915e1a723cb3ba55d8ae55482c8fbd3f7e0b917943a7d3ae0cc

Observation a62175eb-4859-4f64-8ab0-b5bfc731770a · outbound

This paper cites Gajos, and Dakuo Zhang.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Gajos, and Dakuo Zhang

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.921558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:3eea9d7e398a99d839a32ed37b324a05555ee08226353f885574bc686770d919

Observation 81d036a4-a20f-42f9-9822-b8b072bd91bf · outbound

This paper cites Qwen3 Technical Report.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Qwen3 Technical Report

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-06-30T13:34:40.865904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:498a4342906663b35135d096e4bb191cc640ec8369378b9bb8776b141f39eb3e

Observation 42d6e943-6105-4e71-9c51-9a27b8a545d4 · outbound

This paper cites Reliable and responsible foundation models.Transactions on Machine Learning Research, 2025.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.925677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d7e241c264b95d8c2682f08a609c951a28e610c0e77e826f5dd13a3a12b3ebea

Observation a0f228b2-4f85-4e70-8b52-42382f8d54de · outbound

This paper cites Cami: A counselor agent sup- porting motivational interviewing through state inference and topic exploration.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.956199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:f0d729c8fa053a9b800f206814c306ef7dc1a35f27d405ffdbd4369651dae7e2

Observation 9211c888-0feb-41b5-a318-b4ee19148533 · outbound

This paper cites Consistent client simulation for motivational interviewing-based counseling.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.952403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:deec23341660f38b4796f075fbc223cf274a2ff5446a4cfba13a6df76f833be9

Observation 0e345310-98cc-429c-9f41-ba31e978e418 · outbound

This paper cites Memweaver: A hierarchical memory from textual interactive behaviors for personalized genera- tion.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.977727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:f8c1d3635f427c2311fd55c646d64b9c3b54c7a608fbbe897763f003136fe914

Observation 6349c54e-3268-4174-86c5-db63a1fdbabd · outbound

This paper cites MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents.

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

Resolution
verified exact
local_arxiv, observed 2026-06-30T13:34:40.868150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:a98920cfe1cfa48867eee354b13b5dbf1a4a29cf1cfc4d5d6b7581cb76451b21

Observation e88a019e-d220-4409-beac-62fdad7c8753 · outbound

This paper cites Prime: Large language model personalization with cognitive dual-memory and personalized thought process.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.955481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:615308ed7f46f323f0bab8bcb13cd5f491f4b3342c20e52a379bb940b1ba386b

Observation 6c773276-3e7c-46ad-83e2-0defbb02627a · outbound

This paper cites Reinforced latent reasoning for llm-based recommendation.ICLR, 2026.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.957806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:641755f95c83c20cb22da1f9eafcc9acda4d5073217013e22a6097776d9fe4d9

Observation c67f18c7-b355-4eed-a066-ecdb54a0e4ae · outbound

This paper cites Nextmem: Towards latent factual memory for llm-based agents.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.854667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:49faf8a6c37019382ce75904a91def45ca7085325346afe411078ad245321ca7

Observation cb8f9fe4-4d4e-48ae-910a-b0ab53fd9810 · outbound

This paper cites Explicit vs implicit memory: Exploring multi-hop complex reasoning over personalized information.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.964175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:843ddccf4bb9735506e1d042925384b4e97263a6ee410ff1c106a6a21ac514f4

Observation 13454e38-036b-490b-a7b4-71bfa7d0aeaf · outbound

This paper cites Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.857285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:2347fed0a0afbc951e5167d2fc51f172123390934e2e075d50d1061d529d979b

Observation 1bddde5a-ec4d-47eb-9d64-09a0ce49969a · outbound

This paper cites SteerX: Disentangled Steering for LLM Personalization.arXiv preprint arXiv:2510.22256.2025.

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

Resolution
verified exact
arxiv_id, observed 2026-06-30T13:34:40.855201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:49176ca0c28ca26c919bcbfa1e8d3ea8b3475e2d23204e3a6f1d3a35741be97d

Observation 454928a4-5e7f-4bf8-8e6c-f346212b499e · outbound

This paper cites Reinforced strategy optimization for conversational recommender systems via network-of-experts.arXiv e-prints, pages arXiv–2509, 2025.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.963983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d11727df63c7679d4b024e6c84f9e0073785088177008b0d4e30aae47414d33d

Observation 4fafff11-0bbc-4587-a7ab-5febbd58e570 · outbound

This paper cites Nextquill: Causal preference modeling for enhancing llm personalization.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.968425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:976425361fcf3e4c29c4884d166fd74b93a3f933671797a488c3873862faeb60

Observation 8337a739-c045-4994-b0ff-6d69912ab7c2 · outbound

This paper cites abstract_cue.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation abstract_cue

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.989216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:61f1721a3a46d0500d0a7a84b89f2cc5bf10091eb54779258fbb9cc295336513

Observation 3e1ebfd0-2863-4110-9729-52e4235e9bee · outbound

This paper cites an unresolved cited work.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-07-09T01:55:51.947934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:1c31ac312205e4803978547e2f3f3751ef62055496aee336e5f31e71948da6b5

Observation 73422f83-3e5d-43da-a240-debf3861db21 · outbound

This paper cites an unresolved cited work.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-07-09T01:55:51.983350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:3747bdb0b94b6c45c626e2381180d75f8f75a3073cb22c6c12a94d8f19232e40

Observation 83d752d4-5021-4442-8814-f8263d0efc89 · outbound

This paper cites ## Strict Rules - Single valid JSON; no markdown fences; escape internal " as \".

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

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.966102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:65110dab1fec895371001d157fff74a528873e646c1245cf6ac3443a80c2c832

Observation 190a6d41-6440-4cd0-a356-4ae808c1178f · outbound

This paper cites an unresolved cited work.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-07-09T01:55:51.972160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:16351948633c3141441118447b68cc3260dbda32faf45b58150dcd50b97da12a

Observation f2d3cfea-5f88-475f-9189-25e040f04b25 · outbound

This paper cites could",.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation could",

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.917807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:fac46fc1e8b4350fe8de6cce6d3f16f58513a4e68fda070400a40716c2d86c39

Observation b73eb437-6c00-4c68-a737-64d137224aaa · outbound

This paper cites yeah", "I don’t know.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation yeah", "I don’t know

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.960484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:b0eae2080615a7e7e7262d365f59acf273c2f5ed7afbd9a015a926f198ef26b8

Observation b6f431e5-6828-4c00-bd06-a6b354c2e7db · outbound

This paper cites an unresolved cited work.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-07-09T01:55:51.923604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:94461c7636ba7ad3d184c4eb385e351c5806cd9170deb14d7c91f74e91fe2bb6

Observation 828a56af-4669-4765-8023-194f72977787 · outbound

This paper cites an unresolved cited work.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-07-09T01:55:51.910488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:56cf2fce1e841f28e6b0672559a5280c80acd86194f135831bf85ed959bf5001

Observation f458e86e-dc52-489d-90b4-fe7a36d8ca46 · outbound

This paper cites ""{current_state}.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation ""{current_state}

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.913123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:c6d747f607c782b49a30d29aeda2f2f95356b0fd8d093396ad289afebba89056

Observation f2900907-8c94-46f9-be71-5fbdb8485e30 · outbound

This paper cites an unresolved cited work.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-07-09T01:55:51.908533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:472966fa972df5f6ee050d56b1391f8ed9aeca8c13ac6b0674a1fc8ebde8b930

Observation b28a1d07-0809-4bcf-b25a-70ccf17e307c · outbound

This paper cites current_state.

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation current_state

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-07-09T01:55:51.973895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:cc239348daea25c35e6d1e5ca75608c5ed2f9ceff925ba7f1ffcff94cdfb4d0d

Pith citing papers

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 cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-07-14T05:36:59.959813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T05:36:59.959813Z digest=sha256:c53dc80b056a9e606e7bd075fb4a226661e80e2f2c4fd139109617d23eb4cc92