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Paper Citation Record · LEDGER

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

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.

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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:3ffdbb7f829dbddeeb569f8a745eb2b6c48c828a6f835805ada0aa2ee097036c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:70a121a9ba1f4108390f95c7a29cd3805fb213565eb1e187bbd93b5ff78743e9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:5a8bee738fde2171712a1526134138dc93ded59e27e1d7695ad42e1d5564c86f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:3732085ec1ad9f253aad39e04ed52a0475de28202fde631b3878880b64a5f0c0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:850e484a9239d24e5fdb5b05721be7cd2c0ca87608ab1715c9691279ca3466e1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:b26b5c2c1338527af2338874f07e6f6398eebdecae9ea80880b63f55d945d588

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d29c7e7c6c7683ae3bd1173054e21c8f28ce83210b808ec2e0e8a7446f0dbf80

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:81f85e4fc6d622077a34e7dad108b6fd51a4ed164a13a2bc98b14b92dc970513

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:16f24056d43af93a608217c9f788f0805b30ba015935308a86e17d6717da36c8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:0de251aeea4c04c5bb4ecf0ed9f32ba7ac654f203bbb84e57d090860d15559dd

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:0dd3fcb16770024e1221b85e7063f402b574eb10f6c6fc827d788b4b0b021375

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:9dcc1b04981ff4e64a58cae779c336839858e64b8b49545283997b561ca5147c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:9e185fd5c4c907bebeeeffce538f0e27bba012ffb2589d99515f55c0a25ba03b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:787e6658c1ea8bfe6facd7a67997d097aea4ca1a108b7f103b671d5610b235ad

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:f80575d1043ed7a4a9fc378898160fc3994bbd6611db77fae878e2beba37f279

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:95e50ad9f5f5504e85c8f02e5a17ff0e55202c346df2daaaabe6dc1c60e35fee

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:dc1e340bb6595632cb2fc7fda62b9263671212e55cda25ca53d07be4825ef659

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:10f1bcc26ca5f52a5e914a5e0f0f3b34e4483b21e0f562249ae3455af44faed3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:60b340c76ee7edfe7213beaf41e11820a8ff549b8a6586306529bf9ac38b67a7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:beaacdb3888a2073b3ed9df5701d7d3cd97ef03820deef832f72cc481e157371

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:7d0069e065677de25228986ef5d6a7787127d625a61f03ce720ad2f3bb7d17e5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:7b021575a0ffd3a896beb9adc569b11ab31ca3330ef3d97fe7ea2e67ff470b87

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:5c4d35d54340df53d7a1f5f8a32c170af618cbe7b2fd219b0cf51e2b65f4c332

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:e3d3dce33bc3b83e7a4d20295af83a1f1b468bb278a2e8ef7071093dd07f4950

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:7826632b4917024e9421829cbfca2ae24b6cf3b518548ba916acf7d3e575a19a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:16d8ea33c16f8f3a2e8950e0b97d8a00c5703ff15f30bea316e8b876472e8bb9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:1e452e3dcf1fe9bfc86adb3e0426737fea7d8aaa14574ef5649bfb517b5d616d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:cc70c94e72ec3e7e2ed77d4068370147e82ffc6fe4f75a1a23a79ba97bac2970

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:fe0441b4bbe80dd8cea474577d134ceff856be0e5af94816c0fa777047e5e478

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:0da7aafb32b57d46efadcb288b85ef7e64f67e793e03d4a16c1df15fedfa7666

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:7d82a33690f9672af3f218ba3a25d4cd900f1cd7486fae299ae2f0f246c5486e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:14fca2e49cf28e8687fd707eec262dc6c7dd4a5f2401232cbb71eb80a70c0868

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d2c390b8abe143ecfe6a9025a4e41edb3138e4bd7d7a2c67f23740b6895dbca9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:c515c27f94d151aa3df74920d5c299dc1930b4e382cbb7116fbcc225c3b76189

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:faac27869355949741618498869f9eda56df9a69ea4722db31fad4153f3917ee

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:8f49b950fc164639f8d6279f47309705e5b0e5beadaf15c126e6f7b44b0ef86f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:1c4e33d6f5f28a8b80bb74989467f7223d8045e839c1a396e8147dc557af0c75

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:3c0d35906276b6f6ee052e73bcbb40309b08dd38d6c479ec6d9fded1009dc2cc

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:275dac1d825018a1319afd99887f71c06f9e69f813c1d48cb4557315349186ea

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:4c6feae2794b17142b211b448c607337807638bba8bae469a089d5cea73c0b85

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:b802e3974ef4a1858bb59492e1ec9abf2181b3c11cc353ecbd935bea04d9156f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:8dbde60a71fcff02d8fb8782d0744ca88ecd3de4de75a174f54af636f3eeece1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:403f763306d91f005d371c02c8242c7d353f367f8060b2b507e59636143c23d9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:b1caeaf3e9b2d63717ebb00dd5bedc50562a500752e7b2ecef78be72791a1fec

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:eacf8186137d1b0285462613e914e37a2696be1b19584c1f07d2becfd4c9a03c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:67eb9ae6de3c8fbe91e0b8cfa07d95add7dfb2f8f421e9377c6f28416d7471b1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:13771d6a6eed5e4363ac0de46eed9eb7943d101d7c831cf72763223436a181fb

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:47f2f49e8f6133ce868d91bfee1be0726774ccf7d30bf2f266f876fee102b702

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:32b72e1bf2d84dbee51e3962faf320a16125fe7a6a498bf0b8493edc19d059b0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:42e697461c00cb6c38a223cc3f591e9e81ea4048e23128ec9268d8f0618cbbce

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:22874653f7d9db0dddcfd635adeeea5e26900ad33905f2c009b4a06c251d2df9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d4f2de4b62ab80a3524af14866fd5a757211907865c30c52d599e493da3a9b46

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:72dbe0c33f6f501a0a44505e916aafb98bce793c077e95b39472ed2a9e5ad468

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:446eb5eafa545f49fa93ac78de02cf2ae065431324591f5f7dd98c8dce0b600d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:eff14027d41f4c47345b1f03d52eda12751f8c7f3b6fbf0541832bdc922d2119

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:467ce1f542f6c17244bf26a322bd514c3a8ad96626e4b54f15f758b8c2c6d614

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:e7c063e755ef249bfcb91460cfa400d52997fb92bcea6b82b9e5e2b63b0e0dd2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:42205e9e8e365f4c034fc84530e9f1878696f57ba1dca3c96c596b666d6e8eeb

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:a0dc4d78638cfcec16d5ee2c344d8c83a71c495008494695cc9b0234baf66e9d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:d4d3a3ba5b63fe5957050d163e22b18afdd955a148579ca435cf7e1306777004

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:a4751691b502cf06947348bbd64551550034b8855c05a7d8dfc6249ee0d796d9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:420cdf2f57d11c1425139e7cd14f0c09ca55d1e1767d29675aef2e5c341d8fec

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:33beacd8c5dd109fc93df5e98a8d2d68002a902714d58f97baaf2697eb7fb630

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:552138b003884d1401f0a88822fe2d7b3f86724b5516c41b263659bc61184595

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:e39fee2308dd72c0d6a6275228e298c79354cc03d502d186bc14ee7740a0133f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:67a1096784e87d6a585ff7fbe2df3aed35b836ee27a745b6ad40685584cdce43

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:ece3fe9c8f39f7013844333c27e261d83d9ed60e4550045e574997c4d81f9016

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T13:26:20.309401Z digest=sha256:0c99b520e92aa2e22b010c9b8d6100a79b2514bbd3f12ab63236c5830211590d

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