Paper Citation Record · LEDGER

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems

As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2507.04841.

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

pith.paper-citation-record.v1
2507.04841 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:42:04.089527Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:02:13.284434Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T14:02:15.368586Z

Reference resolution

12 of 12 outbound references displayed

verified exact0
verified fuzzy7
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4df68f9a-e1e7-4c54-b3d4-d12cb04655f1 · outbound

This paper cites an unresolved cited work.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:42:05.026708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3961e069-81b9-49a7-8905-b117af35f24f · outbound

This paper cites an unresolved cited work.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T19:42:04.727569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7a8aa686-ac57-4c63-ba25-28e16fb941e1 · outbound

This paper cites name": "hotel.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems name": "hotel

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:42:04.344905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cdb7f0a6-9a89-488a-98d7-a9a8f7323863 · outbound

This paper cites GPT-4 Technical Report.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems GPT-4 Technical Report

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T19:42:03.434043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52827bb3-53c0-468c-a3e7-fea72434b97e · outbound

This paper cites name": hotel.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems name": hotel

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:42:05.295013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a99ad37b-aca7-4305-a595-f93e2eac2659 · outbound

This paper cites Zekun Li, Zhiyu Chen, Mike Ross, Patrick Huber, Se- ungwhan Moon, Zhaojiang Lin, Xin Dong, Adithya Sagar, Xifeng Yan, and Paul A.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems Zekun Li, Zhiyu Chen, Mike Ross, Patrick Huber, Se- ungwhan Moon, Zhaojiang Lin, Xin Dong, Adithya Sagar, Xifeng Yan, and Paul A

Reference 1303

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:42:05.757123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e59fa8c3-4c1e-4d05-b16d-63f46e9b9ffc · outbound

This paper cites The Llama 3 Herd of Models.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems The Llama 3 Herd of Models

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-06T19:42:03.031635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a891a8e0-0d6b-4a4d-a22b-06f20e103716 · outbound

This paper cites In Proceedings of the 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue, pages 351–360, Edinburgh, UK.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems In Proceedings of the 23rd Annual Meeting of the Special Interest Group on Discourse and Dialogue, pages 351–360, Edinburgh, UK

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:42:05.557122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a4becb7c-6f15-4b36-a0d0-0cd82185ed71 · outbound

This paper cites In Findings of the As- sociation for Computational Linguistics: ACL 2023, Toronto, Canada, July 9-14, 2023, pages 7355–7369.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems In Findings of the As- sociation for Computational Linguistics: ACL 2023, Toronto, Canada, July 9-14, 2023, pages 7355–7369

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:42:05.766241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8ebb266b-9226-4088-96d0-9cd61818603f · outbound

This paper cites Qwen2 Technical Report.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems Qwen2 Technical Report

Reference 2763

Resolution: unresolved; no resolver link, observed 2026-08-06T19:42:03.545771Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 499cb8c5-ff1e-4333-832a-b8ca19672b5f · outbound

This paper cites Fei Mi, Yasheng Wang, and Yitong Li.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems Fei Mi, Yasheng Wang, and Yitong Li

Reference 3405

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:42:05.709233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9223e936-f1dd-487b-be3b-2d45d8dd07d9 · outbound

This paper cites Zhaojiang Lin, Andrea Madotto, Genta Indra Winata, and Pascale Fung.

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems Zhaojiang Lin, Andrea Madotto, Genta Indra Winata, and Pascale Fung

Reference 8704

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T19:42:05.747041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 811d3d99-c4cd-4dbc-ad15-8dcf73596a6e · inbound

MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents cites this paper.

MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:02:15.417374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.