Pith. sign in

Paper Citation Record · LEDGER

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

As of 15 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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.356294Z digest=sha256:455955f30a01bf6e449c832eb546ea085cce9bcaf9768d0f3d4e2e257dc3a0d6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.375042Z digest=sha256:1d3ab193380c9652b578d6170e3ef514c43ab0364d09017383ca263393e4ddb6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.383124Z digest=sha256:670bf4c43f19a224b33d6f14f8ac322d6b4c5ca0c77c812d2c76cb00ee2ceba3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.389860Z digest=sha256:afea03fbb20df76c52bb353b644724037306f31d788826d0beb13bf42f4c1465

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.397174Z digest=sha256:2fb6ad7415c1a2426ea4408b901ffbac5b89ed7c9668ce8b30763e0f018dc09a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.403317Z digest=sha256:9300f5783732317ba2f0fcf537ef84808eee629bfd50a075e74de4d96ce027df

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.322470Z digest=sha256:f19e4809139910e3cfa4c4985f96c63845054db7e2040e73bb8b1c76763e4709

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.329232Z digest=sha256:601c58f49f0eefaae8fdb47f4625f7d685fdf6c59bd54fed34714bf57850786b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-07T11:05:22.335500Z digest=sha256:4d6d837386615d4474efc3d9a18e74c59e89b8313c1837fd655f5ede912f77e1

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:d06357f01486bc6f59af539bf55e6cde499d465f030f83cc2d750a47f8895df8

Pith citing papers

No inbound Pith citation observations are available.