Paper Citation Record · LEDGER

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant

As of 14 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 1 inbound Pith citation observation for arXiv:2509.05006.

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

pith.paper-citation-record.v1
2509.05006 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:44:49.725882Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:41:10.713507Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T19:41:14.942028Z

Reference resolution

21 of 21 outbound references displayed

verified exact2
verified fuzzy4
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e6eb4f0b-327d-46c1-b292-f4f139962357 · outbound

This paper cites Self-Improving Customer Review Response Generation Based on LLMs.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Self-Improving Customer Review Response Generation Based on LLMs

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:44:50.409060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 69731ad8-fc4f-4b57-9e5b-a06f7a06ee8e · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:52.505568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 50941329-fd33-4a0c-ad6a-18f7783ebeff · outbound

This paper cites B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:44:52.371429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9ed09e13-efe7-41fb-9a5e-e92df4c0e960 · outbound

This paper cites -H., Tseng, B.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant -H., Tseng, B

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T05:44:47.586461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd6911da-b306-490d-9a89-8e6fcc25d1b3 · outbound

This paper cites ST-MoE: Designing Stable and Transferable Sparse Expert Models.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant ST-MoE: Designing Stable and Transferable Sparse Expert Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T05:44:47.674501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bc9a501-d846-4cb0-bcef-43d92cf9f3fa · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:52.223828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c0be47e0-97ca-4a9e-af2d-91f4a83b46b9 · outbound

This paper cites -W., Lee, K., & Toutanova, K.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant -W., Lee, K., & Toutanova, K

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:44:52.042828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f92171ed-567e-4a26-983b-7e4744115b77 · outbound

This paper cites A Survey on In-context Learning.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant A Survey on In-context Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T05:44:48.207491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b527136-f254-4699-8f17-c0b100bc803c · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:51.903031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4051395e-1c15-473c-ac0a-dea3761887b5 · outbound

This paper cites Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Can ChatGPT Detect Intent? Evaluating Large Language Models for Spoken Language Understanding

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-05T05:44:50.201846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0c70bb52-ad16-434d-b326-249e11f356cc · outbound

This paper cites I., Xu, P., Jiang, F., Hu, Y., & Fung, P.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant I., Xu, P., Jiang, F., Hu, Y., & Fung, P

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:44:51.778800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1d9e627f-39a6-44a9-946b-a81a6a671771 · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:51.628911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 400c1bfd-eb91-4b09-b5b4-b73fcadf797c · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:51.475191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a1cd1d6f-87be-4837-b5af-3da08fd77163 · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:51.311620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0a6b2b94-0edb-4372-ae00-09e8fd239a37 · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:51.160843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 40933156-3143-461d-8bf2-5927c56fe044 · outbound

This paper cites Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T05:44:49.978198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2439c2f5-326b-4e51-bbdd-cd1fe4401faf · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Finetuned Language Models Are Zero-Shot Learners

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T05:44:49.179159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2000c570-48ca-4697-8417-1dc7457c1b42 · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:50.946340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3438efae-8836-4388-906f-ce4b57c8bfc3 · outbound

This paper cites M., Raghunathan, A., Liang, P., & Ma, T.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant M., Raghunathan, A., Liang, P., & Ma, T

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T05:44:50.744341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5fd4d4df-296c-42c3-befb-47a77e9dd856 · outbound

This paper cites A Survey of Large Language Models.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant A Survey of Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T05:44:49.581653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 265876d5-5b5c-4213-b6d6-9151f83bca56 · outbound

This paper cites an unresolved cited work.

Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T05:44:50.539902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation f4bf0df3-4daa-402e-bcd0-5bd652ab8649 · inbound

Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies cites this paper.

Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies Do Large Language Models Need Intent? Revisiting Response Generation Strategies for Service Assistant

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-07T19:41:14.948287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.