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Paper Citation Record · LEDGER

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals

As of 9 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2506.03519.

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

pith.paper-citation-record.v1
2506.03519 v2

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:05:22.403317Z

measured 10 of 10 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

10 of 10 outbound references displayed

  • verified exact1
  • verified fuzzy3
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ab622887-d493-49c7-ab19-8766a043a4c8 · outbound

This paper cites an unresolved cited work.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:05:22.825443Z

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=2026-08-07T11:05:22.356294Z digest=sha256:92c7ca5eb99c8d71eec23238be5a1de0798cc2b9fc8c84f25dd8633684a6c909

Observation 614ad4f8-f7e8-4ae2-ad08-332c4c4ad9a6 · outbound

This paper cites ActionType.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals ActionType

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:05:22.648791Z

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=2026-08-07T11:05:22.375042Z digest=sha256:45e67f81b5e5064b15f682f50bcd4851b17d2d79bf48e328858bc97d874010a4

Observation 698ce336-76d8-43ca-b54e-32f1acbf1a5d · outbound

This paper cites an unresolved cited work.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:05:22.842161Z

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=2026-08-07T11:05:22.383124Z digest=sha256:8a520d7d206a521d1b1bf7d56c23ac6c352829faab3ebcae02f4995abe6b1d41

Observation 6cda9d7b-ba50-4b31-a9e2-dbefad2e8e02 · outbound

This paper cites an unresolved cited work.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:05:22.625508Z

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=2026-08-07T11:05:22.389860Z digest=sha256:7e6027d99a59483e60eeda4cf1d63744dd375cf691fe0d6a62475322e8c06cf9

Observation f67302ea-5bca-4e5f-8804-4441f9a275bd · outbound

This paper cites This state will be used as a basis for decision making.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals This state will be used as a basis for decision making

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:05:22.800252Z

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=2026-08-07T11:05:22.397174Z digest=sha256:68afb1e2972b9947f945356f1c6b631523c5b8cef031528048edb43aa5060258

Observation 067f63cb-f2cb-4931-80c5-611af46cf4db · outbound

This paper cites Inform.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals Inform

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:05:22.601998Z

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=2026-08-07T11:05:22.403317Z digest=sha256:b4a387f99e4ed12896979deb8428cdde8511ce25441999ec469e48b1e0795a40

Observation d419a269-9233-4256-a3e1-844ba3466843 · outbound

This paper cites Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue

Reference 2013

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T11:05:22.580157Z

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=2026-08-07T11:05:22.322470Z digest=sha256:b2412c5bff4431537a7d8ac425066321488a8c4ecff5f8756ded3fdee5d55d95

Observation ba326a11-4c43-4765-8043-fe43be17f6ea · outbound

This paper cites Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy Learning.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy Learning

Reference 2019

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T11:05:22.540401Z

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=2026-08-07T11:05:22.329232Z digest=sha256:819b11638c5ae6f8a96b14a00690c0d4c7b0026cb4dba1d6cd8d319fdc589b5a

Observation 749f1a0c-9933-4742-b4c9-c4bdbe296c5e · outbound

This paper cites A Survey on Spoken Language Understanding: Recent Advances and New Frontiers.

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals A Survey on Spoken Language Understanding: Recent Advances and New Frontiers

Reference 2021

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:05:22.504941Z

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=2026-08-07T11:05:22.335500Z digest=sha256:5ea974dda53e04b2f2432992216d8698f2b44428dbf812933f0b5b7c8ff28f6c

Observation ffb48332-23e7-482f-a698-9f427905b6cd · outbound

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

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-07T11:05:22.341927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:05:22.341927Z digest=sha256:9201cd47e19d12285618eb253a953e90c5aa4d2a9b81479bd3d2a7cbbeb7faff

Pith citing papers

No inbound Pith citation observations are available.