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Paper Citation Record · LEDGER

How to Build User Simulators to Train RL-based Dialog Systems

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:1909.01388.

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

pith.paper-citation-record.v1
1909.01388 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:43:53.521639Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T11:06:01.421166Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a71c19dc-e5e4-4b2e-83b3-d500b623a496 · inbound

Fashion-AlterEval: A Dataset for Improved Evaluation of Conversational Recommendation Systems with Alternative Relevant Items cites this paper.

Fashion-AlterEval: A Dataset for Improved Evaluation of Conversational Recommendation Systems with Alternative Relevant Items How to Build User Simulators to Train RL-based Dialog Systems

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T14:43:53.521639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:43:53.521639Z digest=sha256:cd263c5ce3eb13997c159bcefbe3ea849cbfdbbf39ba1801217de4483d06b2dc

Observation 31c4d815-bd1f-4ced-bfbf-f16b80319935 · inbound

METRO: Towards Strategy Induction from Expert Dialogue Transcripts for Non-collaborative Dialogues cites this paper.

METRO: Towards Strategy Induction from Expert Dialogue Transcripts for Non-collaborative Dialogues How to Build User Simulators to Train RL-based Dialog Systems

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.424107Z

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=arxiv_source observed=2026-05-10T15:10:29.983036Z digest=sha256:9d9437e20b9cff5f9d6c56bf64e0e09715a8ed41b8554a007a05c85c7af8a499