Paper Citation Record · LEDGER

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization

As of 7 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2508.19918.

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

pith.paper-citation-record.v1
2508.19918 v3

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:26:12.759942Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

43 of 43 outbound references displayed

verified exact9
verified fuzzy1
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca901240-3882-4f6a-a233-6b3447b9f559 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.866187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f67368a4-c5d7-449d-9825-17add27848b6 · outbound

This paper cites Amatriain and Justin D.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Amatriain and Justin D

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:26:13.849669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d62617bc-f1a2-4848-a388-470698923b49 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.828111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d8aaceb7-9068-4136-bdb0-eec10957dfd8 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.593821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b4eb7ff-b7cf-42ba-afbc-3d178842a63a · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-08-05T15:26:12.963020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ac6793b0-6a06-4278-b8df-b09403774492 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.810941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fa7bc2ba-37a7-46ba-b4eb-bcba5b9ca64f · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.607436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52456981-e9c3-4601-8def-ef005de01aa0 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.611273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ba10353-ad27-4e37-9f18-a1b83be4202c · outbound

This paper cites Gomez-Uribe and Neil Hunt.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Gomez-Uribe and Neil Hunt

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.615290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cbce78f-89ba-4918-bce1-5b06bebd8cbb · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 10

Resolution: verified exact; doi, observed 2026-08-05T15:26:12.941287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dfb5d1e4-7562-45a0-bff3-ce1f0295ba7b · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.783636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c4603ce9-2f07-41b8-b9fd-fb794eb33d60 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 12

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T15:26:13.550246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5e74daed-c838-4256-a9f1-a9349b5d0be6 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 13

Resolution: verified exact; doi, observed 2026-08-05T15:26:12.927492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d686daa7-99dc-4d17-a789-7f75b227897d · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 14

Resolution: verified exact; doi, observed 2026-08-05T15:26:12.914617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ecb38eb4-131a-4114-b3c9-7270759430a8 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.769127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 99c61f28-28c5-4a3e-8cd6-41ccd383a628 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.743576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f8432e45-2569-42c0-8059-8944246672bd · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.649821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f042efee-2eaa-452b-ab6c-9a299ece5c07 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.728037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9a4f5a46-4e37-450d-a7f8-59d63b609855 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.659065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1363db74-cbdc-4145-972a-bcfbb178b40b · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 20

Resolution: verified exact; doi, observed 2026-08-05T15:26:12.884688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bfd9e445-63ff-4538-8efa-ec3de11616f2 · outbound

This paper cites Explicit expanders of every degree and size.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Explicit expanders of every degree and size

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.667905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcaee78f-cbf4-436d-8528-58c2f4c75ea0 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.672127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44c7cbe8-f00a-4896-a5cf-025f5fed6565 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.676316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ac4687d-d65a-4171-acb1-76b0e58f7cbe · outbound

This paper cites XRec: Large Language Models for Explainable Recommendation.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization XRec: Large Language Models for Explainable Recommendation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.681279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a3e6677-a1ee-47d0-9cdb-4e270b2a9759 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 25

Resolution: verified exact; doi, observed 2026-08-05T15:26:12.852908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 87d581b9-6f88-4ce1-85a8-cc968a6f8e22 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.689694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92f571dc-7bf2-4660-a79b-674e0cd9b138 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.694576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c3f975a-4804-4184-be73-2b06eaf3d084 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.698637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 953b5396-3094-4bff-a62c-356e1aa562fe · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.681989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cd798ac5-1215-478c-8afe-8d15f75845d5 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization LLaMA: Open and Efficient Foundation Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.706676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f930badc-3921-41ad-a16a-7161f4a46d1a · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.710724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c86227e-a6be-4d44-a6ad-8c7095ac3d42 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.714333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 555829cc-27cf-4224-a428-19a7c1a1b172 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 33

Resolution: verified exact; doi, observed 2026-08-05T15:26:12.829305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ec3da334-d7e2-4351-9afd-9bda194e7ceb · outbound

This paper cites MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:26:13.217651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 25f43997-c6c3-4e6c-a293-ded89919ff01 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.725873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fcdbc5e-b31b-43c4-83f5-34f222a3f9bc · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.730044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4f761d8-ae34-4fac-a140-8895df3571b3 · outbound

This paper cites DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.733976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f76ad7c-2cb9-4aa1-9cb4-c0a096827f95 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 38

Resolution: verified exact; doi, observed 2026-08-05T15:26:12.806856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 64cc0bcf-f42d-4ed3-a323-71b314d50d11 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.742805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1470b119-8585-4849-86ab-00934bc3cb82 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:26:13.668524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bd388c02-e816-4b12-a7d9-8d436e6cbfa6 · outbound

This paper cites an unresolved cited work.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Unresolved cited work

Reference 41

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T15:26:13.112751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 35f4337f-792b-4dc9-9b9e-b025859c06e5 · outbound

This paper cites online" 'onlinestring :=.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization online" 'onlinestring :=

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.755476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb581d0f-dcd5-476b-88b9-6e8c0acd8880 · outbound

This paper cites write newline.

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization write newline

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T15:26:12.759942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.