Paper Citation Record · LEDGER

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles

As of 14 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 2 inbound Pith citation observations for arXiv:2412.18416.

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

pith.paper-citation-record.v1
2412.18416 v2

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:46:50.399785Z

measured 56 of 56 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:54:40.698190Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T22:54:42.120065Z

Reference resolution

54 of 54 outbound references displayed

verified exact0
verified fuzzy13
unresolved38
parse uncertain1
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6a7ed5e3-694f-4d59-9959-2223c533521b · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.345995Z

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 42145e95-7f65-4dbe-8fd5-5376d93f5535 · outbound

This paper cites Output format:.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Output format:

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:51.327504Z

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 4a9e50ea-993c-47ae-b7bb-bfba4a2126a9 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.281604Z

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 bf000d59-dff1-4c8b-8d77-1827b4cca1b5 · outbound

This paper cites Warning: Do not mention or describe the target item.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Warning: Do not mention or describe the target item

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:51.156308Z

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 821aa5a5-2c05-488e-8a85-ecec97d0d62b · outbound

This paper cites Output only the summary.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Output only the summary

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:50.917734Z

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 04ac0219-e949-452f-aa7f-db9d1feeb3ee · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.310979Z

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 f6979c17-b60d-4406-9661-a326f3148d6a · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.298175Z

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 0022e47d-f5ba-493d-a9f3-39e237122d86 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.257679Z

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 28418050-abf0-4b6f-a2da-6f01872f86c6 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.234507Z

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 2754971a-d0fb-4fac-94ff-130611666841 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.210728Z

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 7ecfade9-5750-4932-af66-162c8728bbda · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.178270Z

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 89a3abff-bf18-41f5-a087-a64aa86deba1 · outbound

This paper cites Based on this information, please response with a concluding statement expressing your feelings about the recommendation experience and your thoughts on the final product choice.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Based on this information, please response with a concluding statement expressing your feelings about the recommendation experience and your thoughts on the final product choice

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:51.121842Z

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 481c8109-635f-43a7-9d1c-2fb4d471a929 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.103615Z

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 200cba39-33ba-48c1-9bc6-7ba9bade91d6 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.090583Z

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 aa140ff4-2204-47f3-9d55-57b9939c927a · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.076361Z

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 de3b1c80-9783-4b0a-b31a-0d708539bc9a · outbound

This paper cites Please ensure your response is natural and authentic.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Please ensure your response is natural and authentic

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:51.060355Z

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 c84a77b2-3e93-47db-a254-4d08d8214a36 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.136866Z

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 528a4c1d-e4f9-4e68-ad8e-ea0679b7ee7e · outbound

This paper cites Your response should:.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Your response should:

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:51.044537Z

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 e5b5160e-35c1-40ab-a4df-6816cc71ea65 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.032507Z

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 6535d379-beb6-474f-8339-74e8f083f211 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.018700Z

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 e34c6800-ebf9-439d-ac75-148f8cba6151 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.005366Z

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 fd8847b1-53e5-4f2b-aaff-3383d5ead84f · outbound

This paper cites Warning: Don't mention any brand or prize! Now, based on the given reason for declining (which includes your needs) and the conversation history.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Warning: Don't mention any brand or prize! Now, based on the given reason for declining (which includes your needs) and the conversation history

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:50.987453Z

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 b179cde7-8182-451e-8bbc-36dc176b74c4 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.971207Z

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 3ccb0800-4abd-42e0-9fb2-f7e6798a1391 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.956577Z

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 639c57f7-f967-42b6-b3bd-069c102041a8 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.943058Z

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 6ea3c814-a2ab-4932-9880-fea0a269065c · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.930795Z

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 974b031a-fd54-4b81-aa92-3c705e8577a3 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 34

Resolution: parse uncertain; raw_fallback, observed 2026-08-11T04:46:50.904654Z

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 25afaf6f-f446-4805-9ed0-c5dc90d82b83 · outbound

This paper cites Your objective is to craft a product recommendation response that:.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Your objective is to craft a product recommendation response that:

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:50.886915Z

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 2b172662-ba55-4aee-9a62-19ca433fe548 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.873673Z

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 548883a7-0b15-4b1a-8836-2d7f7d2f8f46 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.858042Z

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 f6c3e566-7ff4-4628-95c0-3814a99986df · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.842541Z

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 7da1eb61-0341-4d5c-b849-ab5a5eb8aae7 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.825081Z

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 2217f147-a24c-4df8-9f37-bf2b469b7e08 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.810329Z

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 728b0106-eac7-4c78-9526-310fa534e759 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.796817Z

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 fcae20a4-3fe7-4a9a-aae1-e6694a2c6704 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.782577Z

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 92530a41-e0f7-4d11-b9a8-f59288efa482 · outbound

This paper cites You will be presented with:.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles You will be presented with:

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:50.751813Z

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 d83695be-21d0-4992-9e08-a7717164e6f7 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.716458Z

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 4349b02b-3f55-40c2-aaab-ecb768b83ef5 · outbound

This paper cites (2) Informative: The response provides sufficient, useful, and relevant information.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles (2) Informative: The response provides sufficient, useful, and relevant information

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:50.659309Z

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 faed4533-1d14-4c83-a254-c2480b7cb84c · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.640479Z

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 4db83b9e-c570-475b-963a-8f033ad99087 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.626032Z

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 2fe2c7b4-3898-4275-a713-7ee0cab6cea9 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.607009Z

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 a615d1d0-c13d-423e-8e92-5e325af5ef99 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.767202Z

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 8c219d30-9769-40f1-ab10-d8bbd2683e7a · outbound

This paper cites For accept: Please response with a concluding statement expressing your feelings about the recommendation experience and your thoughts on the final product choice.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles For accept: Please response with a concluding statement expressing your feelings about the recommendation experience and your thoughts on the final product choice

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:50.587241Z

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 84055804-6d5b-4022-9cc0-68af19b1e640 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.736937Z

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 a17269d6-bb4a-4a19-96f1-840fcbdff280 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.565844Z

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 4e04ce90-be62-406e-b987-1ee96ded797a · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.696617Z

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 8a25a7d5-f9cf-4320-b51f-a3ca6075b9b7 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:50.675213Z

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 e28ca641-f1fa-42ec-8e62-2461646ab997 · outbound

This paper cites (2) Informative: The response provides sufficient, useful, and relevant information.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles (2) Informative: The response provides sufficient, useful, and relevant information

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:50.545646Z

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 9ec5ddf6-52d5-4603-99d1-0cba6f9df3a6 · outbound

This paper cites SIMMC 2.0: A Task-oriented Dialog Dataset for Immersive Multimodal Conversations.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles SIMMC 2.0: A Task-oriented Dialog Dataset for Immersive Multimodal Conversations

Reference 1120

Resolution: unresolved; no resolver link, observed 2026-08-11T04:46:49.808695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90257f5d-568e-47a4-8434-1d6e3f8ea75d · outbound

This paper cites In Proceedings of the IEEE Conference on Computer Vision and Pattern Recog- nition, pages 5503–5512.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles In Proceedings of the IEEE Conference on Computer Vision and Pattern Recog- nition, pages 5503–5512

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:51.380410Z

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 07c4db3c-f308-42b1-9e4f-ba2d1825f191 · outbound

This paper cites an unresolved cited work.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Unresolved cited work

Reference 2018

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:51.363082Z

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 d30ac176-b510-48a9-adab-5ac34f7b2c60 · outbound

This paper cites INSPIRED: Toward Sociable Recommendation Dialog Systems.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles INSPIRED: Toward Sociable Recommendation Dialog Systems

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-11T04:46:49.801186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75adeff6-eda2-4ee8-bb9a-05d308945360 · outbound

This paper cites Parameter-Efficient Conversational Recommender System as a Language Processing Task.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Parameter-Efficient Conversational Recommender System as a Language Processing Task

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T04:46:50.466665Z

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 7e7998b6-e551-4a37-ae39-c522822b1655 · outbound

This paper cites Evaluate What You Can't Evaluate: Unassessable Quality for Generated Response.

Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles Evaluate What You Can't Evaluate: Unassessable Quality for Generated Response

Reference 8939

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T04:46:50.489482Z

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 7a6f252a-0053-4093-bb6f-24dae3a16fb1 · inbound

A Literature Review on Simulation in Conversational Recommender Systems cites this paper.

A Literature Review on Simulation in Conversational Recommender Systems Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:54:42.123779Z

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 4378533a-042d-41f5-9e84-e6cf8611e1e7 · inbound

VOGUE: A Multimodal Dataset for Conversational Recommendation in Fashion cites this paper.

VOGUE: A Multimodal Dataset for Conversational Recommendation in Fashion Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T08:24:16.115994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.