Paper Citation Record · LEDGER

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue

As of 23 July 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2604.23345.

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

pith.paper-citation-record.v1
2604.23345 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T08:24:32.296192Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-23T06:31:01.910684+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

30 of 30 outbound references displayed

verified exact7
verified fuzzy23
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 22211eb0-7a96-44a8-8e3b-922871fd583d · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.702486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation f937c2d9-774d-4523-82dd-7457bab599ce · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.699900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation b2f64dd7-8cbf-481c-a096-fa1c4a31c438 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.696975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation ec3ff325-4b58-42e8-b920-59a295d757cf · outbound

This paper cites Graph Neural Network Policies and Imitation Learning for Multi-Domain Task-Oriented Dialogues.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Graph Neural Network Policies and Imitation Learning for Multi-Domain Task-Oriented Dialogues

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:36:11.889503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 763cf6ce-44a4-4d5a-9916-b21fd906a8b5 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.705236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation f2c0ae7c-278c-4790-9c42-aef6cf70a02e · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.708134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation ae167a87-2216-43ff-b7be-d0c9f4d9ba04 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.720087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 225e7f55-a129-401c-9fc8-ec2ef837a5f0 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.713834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 62bbbcb7-a235-4a73-b7bc-bf29c45d9a33 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.710941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation ae0158ed-044b-4820-86ff-aa2dee1210ff · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.723110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 9bd93da2-061c-48ef-b404-257d0a9bb99f · outbound

This paper cites Crook, Zhiguang Wang, Zhou Yu, Eunjoon Cho, Rajen Subba, and Pascale Fung.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Crook, Zhiguang Wang, Zhou Yu, Eunjoon Cho, Rajen Subba, and Pascale Fung

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.717174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 12126d53-ae79-4e54-bb63-48a67c4b3adc · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.671405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 0b0337b2-317d-468b-832c-6dddae854c9b · outbound

This paper cites A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-08T22:34:27.565616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation c9958c13-18c2-4fba-b285-c6b9b2faf61e · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.728644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation c98dd27e-9b5e-4d5a-98e2-9afbb87e3ef6 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.725963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation ee6a21d7-28ca-4bc7-bad8-e7a7a97bf157 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.700130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation d0b7f7dd-bf8a-40c9-95fc-22558bf7a775 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.731552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 65feb6c7-cc3e-4a4b-8475-905827c1955b · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.690090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 7df732c3-ec36-4dc8-a927-a3164aa22992 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.683569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 8bef8d3f-f745-4e0e-925c-8a5bf1d973a7 · outbound

This paper cites LERO: LLM-driven Evolutionary framework with Hybrid Rewards and Enhanced Observation for Multi-Agent Reinforcement Learning.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue LERO: LLM-driven Evolutionary framework with Hybrid Rewards and Enhanced Observation for Multi-Agent Reinforcement Learning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:36:11.911929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 3523366a-e873-4851-8399-9f1bbf9b430f · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.681523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 754bd366-e4da-4d94-9a7b-b10f93ca6779 · outbound

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

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:36:11.905276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 40cd93da-fe80-4cac-be3e-1ec947422dfa · outbound

This paper cites Prompt-Based Monte-Carlo Tree Search for Goal-Oriented Dialogue Policy Planning.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Prompt-Based Monte-Carlo Tree Search for Goal-Oriented Dialogue Policy Planning

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:36:11.926176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation d7d1d15d-6eca-4b21-9dc7-a96840c6d690 · outbound

This paper cites TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilities.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue TransferTOD: A Generalizable Chinese Multi-Domain Task-Oriented Dialogue System with Transfer Capabilities

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:36:11.934825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 9d798c37-e479-4ec8-b487-488f86793567 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.686378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 76fb19c2-2ced-4f6d-8f67-3c28d6737f14 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.683829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 170ad4c5-d7d4-4af3-898a-6b8a4fd40d12 · outbound

This paper cites an unresolved cited work.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue Unresolved cited work

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.668476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation cb69a248-2e40-47dd-b2e3-98f85054c8fd · outbound

This paper cites ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:36:11.940750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 832acd8c-8124-4dcd-a2a9-d1fd13e3ca29 · outbound

This paper cites online" 'onlinestring :=.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue online" 'onlinestring :=

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.680813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Observation 42bd699b-8a20-4b6f-8127-f2770c6d4ad3 · outbound

This paper cites write newline.

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue write newline

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T16:58:04.686776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-23T06:31:01.910684+00:00.

Pith citing papers

No inbound Pith citation observations are available.