Paper Citation Record · LEDGER

Proactive Guidance of Multi-Turn Conversation in Industrial Search

As of 20 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 3 inbound Pith citation observations for arXiv:2505.24251.

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

pith.paper-citation-record.v1
2505.24251 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:35:18.000535Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:49:49.740770Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T11:40:19.465059Z

Reference resolution

29 of 29 outbound references displayed

verified exact1
verified fuzzy0
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 39881d23-115f-435f-9d16-fd57eea6ae80 · outbound

This paper cites GPT-4 Technical Report.

Proactive Guidance of Multi-Turn Conversation in Industrial Search GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:14.718338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71591c42-eb9c-4f80-8a9d-f2ada855d974 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:19.912596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 85257a83-460a-4538-aef6-ff869f385e16 · outbound

This paper cites Direct Preference Optimization with an Offset.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Direct Preference Optimization with an Offset

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:14.904703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f71cf66-b75b-4ec6-874b-6ef700f1ca52 · outbound

This paper cites Learning End-to-End Goal-Oriented Dialog.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Learning End-to-End Goal-Oriented Dialog

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:15.043801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8274a8b6-58d2-4512-9e01-ac72819841c2 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:19.765415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8582f988-f62c-4691-95fc-c8791ee823ec · outbound

This paper cites GuideLLM: Exploring LLM-Guided Conversation with Applications in Autobiography Interviewing.

Proactive Guidance of Multi-Turn Conversation in Industrial Search GuideLLM: Exploring LLM-Guided Conversation with Applications in Autobiography Interviewing

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:35:18.605196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5ac48225-b0ae-4ef7-abf0-00bb7913370f · outbound

This paper cites KTO: Model Alignment as Prospect Theoretic Optimization.

Proactive Guidance of Multi-Turn Conversation in Industrial Search KTO: Model Alignment as Prospect Theoretic Optimization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:15.362295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4194175b-0445-4d81-aad1-b385ac2753f6 · outbound

This paper cites A Multi-Agent Conversational Recommender System.

Proactive Guidance of Multi-Turn Conversation in Industrial Search A Multi-Agent Conversational Recommender System

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:15.484501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c489818-78ef-473b-8859-d718454e93e5 · outbound

This paper cites A Large Language Model Enhanced Conversational Recommender System.

Proactive Guidance of Multi-Turn Conversation in Industrial Search A Large Language Model Enhanced Conversational Recommender System

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:15.582851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e53db3a2-d8b8-469b-9545-91745dbb83a4 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:19.581178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 912512e7-8e50-4a11-86e3-cfc38a5263b5 · outbound

This paper cites The Llama 3 Herd of Models.

Proactive Guidance of Multi-Turn Conversation in Industrial Search The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:15.766890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e38fe339-54fb-4ed9-bc98-9ffcffa352ef · outbound

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

Proactive Guidance of Multi-Turn Conversation in Industrial Search DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:15.921601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d17e69a8-7ae1-415c-8e1c-50b58f056d25 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:19.399934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 883519f9-7c8d-4067-af1f-0666c47bc423 · outbound

This paper cites GPT-4o System Card.

Proactive Guidance of Multi-Turn Conversation in Industrial Search GPT-4o System Card

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:16.152388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d519116e-5794-4507-bfe9-1ed82cdd40e9 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:16.277236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 089ab886-e7ba-4e3b-94f7-46f7a5b781f2 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:19.190902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0a9c741a-07aa-43ce-a45b-73f3e7fe75db · outbound

This paper cites Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:16.483338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 275704cb-df1c-486d-a327-fb091d6f6983 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:16.630630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03b34ca2-2d80-4e08-8232-4444720deb00 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Proximal Policy Optimization Algorithms

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:16.768707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00951ee4-68f9-4bac-acbf-5acf73c886ae · outbound

This paper cites ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation.

Proactive Guidance of Multi-Turn Conversation in Industrial Search ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:16.918628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b4d23a8-c6ab-47a3-9c21-5ffc27752148 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:17.051023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2a9ad2c-6179-4c5e-b516-8d255db141bb · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:19.045055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ae8749d4-30fa-4484-9c42-37b76ffac6ff · outbound

This paper cites Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:17.290453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac6547e4-e0e7-462c-926e-436b0292a6cc · outbound

This paper cites Qwen2.5 Technical Report.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Qwen2.5 Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:17.394843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 324b975a-266f-484a-b718-ce9479d4e19a · outbound

This paper cites A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems.

Proactive Guidance of Multi-Turn Conversation in Industrial Search A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:17.542826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 227ee507-acda-49bb-ad4e-a674ec201949 · outbound

This paper cites A Survey on Multi-Turn Interaction Capabilities of Large Language Models.

Proactive Guidance of Multi-Turn Conversation in Industrial Search A Survey on Multi-Turn Interaction Capabilities of Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:17.650956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cb2a3d9-d399-4756-b4d0-83b7e5f23461 · outbound

This paper cites an unresolved cited work.

Proactive Guidance of Multi-Turn Conversation in Industrial Search Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:35:18.850608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 22531950-f504-4822-9d31-3c96404357aa · outbound

This paper cites online" 'onlinestring :=.

Proactive Guidance of Multi-Turn Conversation in Industrial Search online" 'onlinestring :=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:17.881837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37397dd8-79da-485e-a5e4-83341913a7e0 · outbound

This paper cites write newline.

Proactive Guidance of Multi-Turn Conversation in Industrial Search write newline

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:18.000535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 94066883-1414-4386-944f-e99e04520a85 · inbound

Leveraging Generative Models for Real-Time Query-Driven Text Summarization in Large-Scale Web Search cites this paper.

Leveraging Generative Models for Real-Time Query-Driven Text Summarization in Large-Scale Web Search Proactive Guidance of Multi-Turn Conversation in Industrial Search

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:49:49.740770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 852c5df4-0b56-40e2-92c0-c6e8d246d344 · inbound

IceBreaker for Conversational Agents: Breaking the First-Message Barrier with Personalized Starters cites this paper.

IceBreaker for Conversational Agents: Breaking the First-Message Barrier with Personalized Starters Proactive Guidance of Multi-Turn Conversation in Industrial Search

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:40:19.466703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 83250df5-d628-43b3-9c14-139cce456e22 · inbound

ASARL: Autonomous Social-Aware Relevance Learning for QQ Search cites this paper.

ASARL: Autonomous Social-Aware Relevance Learning for QQ Search Proactive Guidance of Multi-Turn Conversation in Industrial Search

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T12:46:28.236751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.