Paper Citation Record · LEDGER

Personalized Turn-Level User Conversation Satisfaction Benchmark

As of 9 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2605.29711.

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

pith.paper-citation-record.v1
2605.29711 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T07:37:29.231286Z

measured 12 of 12 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

12 of 12 outbound references displayed

verified exact2
verified fuzzy0
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4ab11471-5356-448f-9d86-325a340290ea · outbound

This paper cites A Multi-Agent Conversational Recommender System.

Personalized Turn-Level User Conversation Satisfaction Benchmark A Multi-Agent Conversational Recommender System

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:43:13.891634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 41cba575-f3b6-4b52-8bcb-bfe62e96d0cc · outbound

This paper cites Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging.

Personalized Turn-Level User Conversation Satisfaction Benchmark Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T07:43:13.894665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7f24aa7e-ebcc-4757-b61a-9b3d02027402 · outbound

This paper cites DEUS: A Data-driven Approach to Estimate User Satisfaction in Multi-turn Dialogues.

Personalized Turn-Level User Conversation Satisfaction Benchmark DEUS: A Data-driven Approach to Estimate User Satisfaction in Multi-turn Dialogues

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:43:13.894141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4f1b6649-1c6e-4a17-a937-46ef6818430b · outbound

This paper cites Qwen3 Technical Report.

Personalized Turn-Level User Conversation Satisfaction Benchmark Qwen3 Technical Report

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T07:43:13.888760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 88e6aa72-219b-40c6-9e66-37f848ae2fe6 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Personalized Turn-Level User Conversation Satisfaction Benchmark BERTScore: Evaluating Text Generation with BERT

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T07:43:13.896384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4cd14f4-97d8-4953-b80e-20b8804a66c3 · outbound

This paper cites Lixi Zhu, Xiaowen Huang, and Jitao Sang.

Personalized Turn-Level User Conversation Satisfaction Benchmark Lixi Zhu, Xiaowen Huang, and Jitao Sang

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T07:37:29.231286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e738530-6fcd-4c25-9fd4-aae887477926 · outbound

This paper cites Dataset splits use group-based user splits implemented with scikit-learn (Pedregosa et al., 2011).

Personalized Turn-Level User Conversation Satisfaction Benchmark Dataset splits use group-based user splits implemented with scikit-learn (Pedregosa et al., 2011)

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:43:13.883299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 668ec388-2876-4f6c-b21b-54593d0f4902 · outbound

This paper cites 【评分边界 3→4】：对比 4 分和3 分（及以下）轮次，指出导致从 4 分跌至3 分的具体缺陷类型。 3.

Personalized Turn-Level User Conversation Satisfaction Benchmark 【评分边界 3→4】：对比 4 分和3 分（及以下）轮次，指出导致从 4 分跌至3 分的具体缺陷类型。 3

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T07:37:29.231286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74af4cdd-e7c6-4353-a54a-dec5afccbc39 · outbound

This paper cites classification.

Personalized Turn-Level User Conversation Satisfaction Benchmark classification

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T07:37:29.231286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fbd7594-c059-48ea-ab93-b211ed5f5ffd · outbound

This paper cites 满意”；classification≤3时reason必须是不满意原因。输出严格JSON，不要Markdown，不要额外文字： {.

Personalized Turn-Level User Conversation Satisfaction Benchmark 满意”；classification≤3时reason必须是不满意原因。输出严格JSON，不要Markdown，不要额外文字： {

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T07:37:29.231286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9e2e1e6-54c4-4aef-8f33-8ab418f8ec07 · outbound

This paper cites an unresolved cited work.

Personalized Turn-Level User Conversation Satisfaction Benchmark Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T07:37:29.231286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a75fbcdc-5e6b-4e25-a103-288308c57d93 · outbound

This paper cites satisfied.

Personalized Turn-Level User Conversation Satisfaction Benchmark satisfied

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T07:37:29.231286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.