Paper Citation Record · LEDGER

Towards Automatic Evaluation of Task-Oriented Dialogue Flows

As of 23 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2411.10416.

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

pith.paper-citation-record.v1
2411.10416 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T19:44:04.039377Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

26 of 26 outbound references displayed

verified exact3
verified fuzzy3
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f272783c-e8d1-4600-b32c-1f92461d4b4f · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.939575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04bd2fe5-6f86-49cc-9688-857616a159aa · outbound

This paper cites write newline.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.944230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dd86c9c-4732-43a5-8a8d-80387c057a19 · outbound

This paper cites M.; and Lemaire, V.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows M.; and Lemaire, V

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:44:04.326486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 378e403a-d05c-464e-afad-6cd0e3df2e73 · outbound

This paper cites Universal Sentence Encoder.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Universal Sentence Encoder

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.952980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b6e00a8-fbd9-4aa0-a371-4c8bbef36bd8 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.958576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdf20467-8383-444c-a847-1a2ddc160728 · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.962492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ab5da44-872a-482e-a01b-4e40f8f3f632 · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:44:04.309275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ffb88435-7ebb-4214-966c-205aaec8da13 · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:44:04.298778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c6209650-9a01-42d1-871f-c1797f59625f · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:44:04.286998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6f6682d9-dab6-4193-9d64-5d64e92e1c55 · outbound

This paper cites We've had this conversation before: A Novel Approach to Measuring Dialog Similarity.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows We've had this conversation before: A Novel Approach to Measuring Dialog Similarity

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-12T19:44:04.162611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b0e00065-6404-4310-aedb-0d0907cff0e7 · outbound

This paper cites I.; et al.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows I.; et al

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.981386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a167fdc-8e8c-40fc-8db2-bc33b0208e6c · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.984652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c0415a7-5362-4774-bc30-11a853f9f864 · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:44:04.261116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 126822a6-149f-458e-81a7-cb88d341a36a · outbound

This paper cites STAR: A Schema-Guided Dialog Dataset for Transfer Learning.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows STAR: A Schema-Guided Dialog Dataset for Transfer Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.992041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dba6227a-3bab-4d97-8bed-9f2c354e6255 · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:44:04.249567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6c553394-e347-41fd-8a7f-91479b6347f4 · outbound

This paper cites RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:03.998857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca416662-d36a-4327-9f54-fe3d807cb21c · outbound

This paper cites Structured Attention for Unsupervised Dialogue Structure Induction.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Structured Attention for Unsupervised Dialogue Structure Induction

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-12T19:44:04.128858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 97e12ad6-b06a-4443-ac92-5e0ec7e9e7c9 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:04.006275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5584bd20-85e3-4afb-b755-e061f9f78b6b · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:44:04.236603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 30b4fe03-8d20-45e9-83f8-942bb8cf316c · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:44:04.225089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2fbd56c3-4b89-4363-89d9-16fda57a90ae · outbound

This paper cites Amendable Generation for Dialogue State Tracking.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Amendable Generation for Dialogue State Tracking

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-12T19:44:04.100001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2a12f719-fd93-4599-a90d-f22c07a4afbc · outbound

This paper cites A.; and Fischer, M.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows A.; and Fischer, M

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:44:04.214959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation df10b86e-99e6-4496-95bd-49c748a38739 · outbound

This paper cites D.; Henderson, M.; Raux, A.; Thomson, B.; Black, A.; and Ramachandran, D.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows D.; Henderson, M.; Raux, A.; Thomson, B.; Black, A.; and Ramachandran, D

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:44:04.204608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d1937a42-aa18-4a11-b9c3-e79e2415899b · outbound

This paper cites A Comprehensive Assessment of Dialog Evaluation Metrics.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows A Comprehensive Assessment of Dialog Evaluation Metrics

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:04.030853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95e2e5fc-f6f3-4ec5-b559-43d5ad2d3a8e · outbound

This paper cites an unresolved cited work.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:44:04.194039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0172948a-4b89-4d8c-8106-d2fbca4da8fc · outbound

This paper cites New Intent Discovery with Pre-training and Contrastive Learning.

Towards Automatic Evaluation of Task-Oriented Dialogue Flows New Intent Discovery with Pre-training and Contrastive Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T19:44:04.039377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.