Paper Citation Record · LEDGER

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions

As of 22 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2412.10933.

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

pith.paper-citation-record.v1
2412.10933 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:30:05.627280Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:00:54.748340Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T20:00:56.606767Z

Reference resolution

37 of 37 outbound references displayed

verified exact2
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f62296a-f082-413e-9e06-6db41bb584f0 · outbound

This paper cites online" 'onlinestring :=.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.314267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b743b022-7f0f-48ed-bd66-31cb9bfda459 · outbound

This paper cites write newline.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.330640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78966dbc-2584-45da-9cd2-57fa2c5fbcd6 · outbound

This paper cites GPT-4 Technical Report.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.350240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 628d7480-d781-4e9c-9bbc-d74267b23951 · outbound

This paper cites Generating Query Recommendations via LLMs.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Generating Query Recommendations via LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.356341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2648624f-cf39-4909-9610-1148d73ab17f · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.364920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c029dd-99d9-403c-adb9-65bb2d3e49d2 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.371385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b01d9015-00e5-4f40-9105-27321206ec75 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.384905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dec5dbe2-5490-4929-9b08-c0af3e228ac9 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.392307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35606cbb-fd0b-43d4-bc3e-25466be8ceee · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.403728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 910849b1-4bf8-44ab-948b-02dedac48437 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.411518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1b2244f-badc-43f7-988c-0d1ed5bda1d7 · outbound

This paper cites The Llama 3 Herd of Models.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.421877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f62605ba-836e-4aa7-a346-d94c81a681fe · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.432957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26a1f24c-a315-4842-b6ef-dfaded6fdee7 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 13

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T15:30:07.511502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 615d0436-441a-4612-a8f2-3424ad1e0479 · outbound

This paper cites Williams, and Anastasia Kuzminykh.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Williams, and Anastasia Kuzminykh

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.458296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b6dbd2-2a70-40d5-b0a0-ae3f56ede97b · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.466646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5abef6b6-c0fc-481a-84f5-ca2c2f95ddd5 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.481086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3230570-b13c-43d4-99fd-fb68deb51695 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.486327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f85a2d21-07c1-46e5-96d3-a72ae69cd9a7 · outbound

This paper cites u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt\.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions u ttler, Mike Lewis, Wen-tau Yih, Tim Rockt\

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.495281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f1a0113-387b-4899-8630-8ee436c2b946 · outbound

This paper cites Konstan, and George Fitzmaurice.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Konstan, and George Fitzmaurice

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.505387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e425e566-d98f-4454-8ef8-fb1b98c907ab · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.515410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d13fc724-8709-43f2-a600-89be80d3c591 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 21

Resolution: verified exact; doi, observed 2026-08-11T15:30:05.724212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e03b350e-5798-4951-bfc7-3c9b060fa1d5 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.533060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fbeedbd-5771-41bc-9408-06ff62f74d8d · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.537188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 332c9ee6-b24e-49da-9e84-5814eb6d5dc8 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.543016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9debb26-56f4-4d46-a132-fd2a46f8c696 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.548359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28a8a677-5567-441f-b4fe-61fed310975f · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:30:08.289943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e97a771f-fe29-4f0f-9c70-85a6c413af09 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:30:08.266560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3ba705cb-4206-4ad7-bc84-b9fc21efb2ea · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.569544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1d89216-091f-4d3a-9eb2-f9dbea4f9ed0 · outbound

This paper cites ConvKGYarn: Spinning Configurable and Scalable Conversational Knowledge Graph QA datasets with Large Language Models.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions ConvKGYarn: Spinning Configurable and Scalable Conversational Knowledge Graph QA datasets with Large Language Models

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-11T15:30:06.293683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e3294f74-97c1-41a4-ba38-61a77282221c · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.578835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 700b58c4-f96a-4aca-92b3-3f4d8bccf36a · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:30:08.242421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c8400cc5-158c-4062-8a00-f271bcb0eeca · outbound

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

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions LLaMA: Open and Efficient Foundation Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.586772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3829185-6939-4108-aa63-10fbececae59 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 33

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T15:30:06.079321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 43a23917-7eee-4130-b7ab-b13c7a4367a9 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.603395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7a3ddeb-af86-41ba-a437-712cd17b7328 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:30:08.223537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3fe60a06-4a5e-4fe0-879c-b213c91b536f · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:30:08.197239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 00c754c2-c2e1-4b91-8379-88e4e7092a34 · outbound

This paper cites an unresolved cited work.

Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T15:30:05.627280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8f2fb9e8-db2e-4ccb-85e0-4a008abf1937 · inbound

CTR-Guided Generative Query Suggestion in Conversational Search cites this paper.

CTR-Guided Generative Query Suggestion in Conversational Search Enhancing Discoverability in Enterprise Conversational Systems with Proactive Question Suggestions

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:00:56.734263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.