Paper Citation Record · LEDGER

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues

As of 20 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2501.11977.

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

pith.paper-citation-record.v1
2501.11977 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:41:39.895699Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

20 of 20 outbound references displayed

verified exact0
verified fuzzy12
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3859dea5-4329-4e76-a5d1-03b50028e5f7 · outbound

This paper cites Hello, it’s GPT-2 - how can I help you? towards the use of pretrained language models for task-oriented dialogue systems.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Hello, it’s GPT-2 - how can I help you? towards the use of pretrained language models for task-oriented dialogue systems

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.230901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3ba9bd8c-e7bd-42a2-92ef-f2c40683e395 · outbound

This paper cites Neural approaches to conversational AI.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Neural approaches to conversational AI

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.214735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 64681d0a-6ce1-4d67-9758-caeb14717437 · outbound

This paper cites End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future Directions.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future Directions

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T17:41:39.812383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f72efba-8643-42ae-9360-7e61520feacb · outbound

This paper cites Task-oriented dialogue system as natural language generation.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Task-oriented dialogue system as natural language generation

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.198289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2af5da2a-86cd-4d71-a0e3-aeacebad98cc · outbound

This paper cites Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset, 2020.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset, 2020

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.183293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9a72464c-9444-435c-9954-a6c396fe5a16 · outbound

This paper cites Mistral 7B.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Mistral 7B

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T17:41:39.828855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 161adfdd-38d3-4c1c-b627-288944ac6b4c · outbound

This paper cites Language Models are Few-Shot Learners.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Language Models are Few-Shot Learners

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T17:41:39.834164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f11b2bd9-4712-4312-aeb5-c4482550a667 · outbound

This paper cites A survey on recent advances in conversational data generation, 2024.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues A survey on recent advances in conversational data generation, 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.167517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8f5fa858-b045-4a6a-a2ac-1642fec2a80b · outbound

This paper cites Are llms all you need for task-oriented dialogue?, 2023.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Are llms all you need for task-oriented dialogue?, 2023

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T17:41:39.843749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9354f64-f89c-4be3-924d-d9d1507da642 · outbound

This paper cites Survey of hallucination in natural language generation.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Survey of hallucination in natural language generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T17:41:39.848314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9429693-ba4e-43c0-bbb3-77ab4fe86987 · outbound

This paper cites Toad: Task-oriented automatic dialogs with diverse response styles, 2024.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Toad: Task-oriented automatic dialogs with diverse response styles, 2024

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.130018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c14633f7-278d-4e31-879f-7b36356d2989 · outbound

This paper cites Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T17:41:39.857347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a9a7b0a-aa1f-4af4-9c7d-3785bc1c2652 · outbound

This paper cites Recent advances and challenges in task-oriented dialog systems.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Recent advances and challenges in task-oriented dialog systems

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.111145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c3ab363f-a536-4d49-b185-296aebcd7fa9 · outbound

This paper cites Multiwoz – a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling, 2020.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Multiwoz – a large-scale multi-domain wizard-of-oz dataset for task-oriented dialogue modelling, 2020

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.094525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e98e6c3b-7990-4acf-8189-bbc2fcc064f0 · outbound

This paper cites de Vries, Jeff Dalton, and Faegheh Hasibi.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues de Vries, Jeff Dalton, and Faegheh Hasibi

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.077915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1401f5bb-7d1c-474e-91e6-9795e3d37e84 · outbound

This paper cites Lucid: Llm-generated utterances for complex and interesting dialogues, 2024.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Lucid: Llm-generated utterances for complex and interesting dialogues, 2024

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.060960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 11270259-52b0-427c-8ba5-ec69217217be · outbound

This paper cites Towards a unified multi-dimensional evaluator for text generation, 2022.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Towards a unified multi-dimensional evaluator for text generation, 2022

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.044140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 43dac825-26c2-4089-a791-535927991826 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Bleu: a method for automatic evaluation of machine translation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T17:41:39.885900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efe6e7a1-54e8-4d61-8b6d-7a0c59341bb2 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues Rouge: A package for automatic evaluation of summaries

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T17:41:39.890979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e84be243-a756-4a0f-a6af-c86884e0d86c · outbound

This paper cites de Vries, Jeff Dalton, and Faegheh Hasibi.

Leveraging Graph Structures and Large Language Models for End-to-End Synthetic Task-Oriented Dialogues de Vries, Jeff Dalton, and Faegheh Hasibi

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:41:40.000200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.