Paper Citation Record · LEDGER

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent

As of 18 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2506.14302.

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

pith.paper-citation-record.v1
2506.14302 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:57:40.796420Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T17:24:18.413112Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T17:28:02.591965Z

Reference resolution

14 of 14 outbound references displayed

verified exact0
verified fuzzy10
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0cb8149f-f2ed-4fee-8458-5ec53dcd4b44 · outbound

This paper cites -1: B is more flexible.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent -1: B is more flexible

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.931387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 85fae06b-fcb9-455d-a51d-8fe231c703af · outbound

This paper cites -1: B is more coherent.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent -1: B is more coherent

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.920170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c5693dd9-68eb-44c1-b040-9b30930f01c7 · outbound

This paper cites Direct Preference Optimization: Your Language Model is Secretly a Reward Model.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent Direct Preference Optimization: Your Language Model is Secretly a Reward Model

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T19:57:40.748296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 576e54a4-1a61-48fa-8c10-c5e1bd3e2f9d · outbound

This paper cites A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T19:57:40.752759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 000bb79e-9f93-4783-aaad-c403b10b4b75 · outbound

This paper cites an unresolved cited work.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:57:40.966318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 92a7417f-aee1-47b1-a09f-60c4ace00f03 · outbound

This paper cites helpfully and safely following the user’s instructions.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent helpfully and safely following the user’s instructions

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.942533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 83d21fd9-bb78-41af-8393-658d662e9ea6 · outbound

This paper cites -1: B provides better guidance.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent -1: B provides better guidance

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.908418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3435c70b-d23d-4da9-9a8b-bcd4956b7108 · outbound

This paper cites Flexibility.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent Flexibility

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.897621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5ea961d6-1811-4a0a-a86c-43fe0e12751f · outbound

This paper cites -1 point: The system identifies the change in intent but responds in a delayed, overly rigid, or awkward manner.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent -1 point: The system identifies the change in intent but responds in a delayed, overly rigid, or awkward manner

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.886101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 788b23ce-8b81-473c-979a-83a04afe77be · outbound

This paper cites 2.Points are deducted based on the criteria outlined above for each dimension.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent 2.Points are deducted based on the criteria outlined above for each dimension

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.874999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 05380062-bc70-446f-a70c-108dbaa5be17 · outbound

This paper cites reason":.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent reason":

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.862257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b7c37558-e003-4780-8beb-5da3b6dbbf96 · outbound

This paper cites Advances in neural in- formation processing systems, 35:27730–27744.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent Advances in neural in- formation processing systems, 35:27730–27744

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.977142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1277853a-9ce5-42e9-bee5-18c69581f755 · outbound

This paper cites To further enhance dialogue flow control in CRS, MACRS (Fang et al.,.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent To further enhance dialogue flow control in CRS, MACRS (Fang et al.,

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:57:40.953975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9a66371a-11d8-4279-911d-01ae2fea4c03 · outbound

This paper cites The Llama 3 Herd of Models.

Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent The Llama 3 Herd of Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T19:57:40.739108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a74804a0-4f5c-410d-b940-ffe5f5dd471a · inbound

User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation cites this paper.

User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:28:02.593141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.