Paper Citation Record · LEDGER

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA

As of 8 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2608.03177.

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

pith.paper-citation-record.v1
2608.03177 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:17:31.560319Z

measured 32 of 32 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 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

32 of 32 outbound references displayed

verified exact0
verified fuzzy10
unresolved21
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d26bf7d6-8b03-447e-b6b0-8e59aa5adec7 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:34.961864Z

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 727733bd-6610-4b67-8e7d-d5c8eb36d983 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:34.813192Z

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 dd915bac-b641-43ba-be92-192ad97826ba · outbound

This paper cites where is the.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA where is the

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T00:17:35.174071Z

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 3bf657b2-b198-41aa-a903-d1656d74351c · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:34.423174Z

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 5eb4bc34-3bd0-4e4e-ab4d-4dc5ff945b4e · outbound

This paper cites answer":.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA answer":

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:34.257602Z

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 e6abe4da-82a2-4310-9555-b42c18e387f3 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:34.590641Z

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 0588e0af-c0b7-45bf-bf33-ba3956f4fd5f · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:34.103785Z

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 92aa0077-e98b-41a6-bfb5-f1c117189d75 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:33.880982Z

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 77a962e3-0295-4570-bb92-f9bb2930707e · outbound

This paper cites query":.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA query":

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:33.425039Z

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 36833f7b-c249-4ea0-9da7-d4e8d149f9a3 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:33.196352Z

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 329d0df3-9c93-4940-bd2f-cd4a59789849 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:33.004656Z

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 d69ef3b1-8b08-4022-8c84-1b4fb53bc369 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:33.662049Z

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 1e59780c-2d9a-4815-9b9d-1df77d6bf699 · outbound

This paper cites query":.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA query":

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:32.852744Z

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 528ae62d-befc-4537-8f05-7390eb240301 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.830736Z

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 7b74ff5b-9d06-401d-8113-582f64c555d6 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.822448Z

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 e5889945-ffda-4989-be24-7d005526d097 · outbound

This paper cites The context does not provide.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA The context does not provide

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:32.787579Z

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 62dda601-3acf-42d8-b4af-8d2e83d17fda · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.778329Z

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 fdb0d3ea-3c6c-4559-97b1-9dedbb5b8c22 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.769507Z

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 6bc5999f-2cd1-412b-9760-698f15683dc2 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.813715Z

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 6fa67ec6-4d6c-490d-bb24-68319ef2897a · outbound

This paper cites answers": [.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA answers": [

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:32.805343Z

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 d45e2fcb-9639-4a42-8b4a-1e14438201a7 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.796122Z

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 ddd87daf-8676-4fd2-9db2-411a29ecfbc4 · outbound

This paper cites This is subjective.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA This is subjective

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:32.760251Z

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 8cebcba4-9fa0-408e-903c-aa4a688e338e · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.751162Z

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 c7d71163-cfa2-4260-aeef-c01b00b5e599 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.741493Z

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 3e3483a4-1143-4dac-87d7-b0f998ec8aa2 · outbound

This paper cites distractors.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA distractors

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:32.701839Z

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 237519aa-27ac-4eb9-a412-3b45c557aed8 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.423482Z

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 ced73682-95af-49e4-801d-425e50b6a511 · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:32.169062Z

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 a256a218-8cfe-4290-8c21-5b9fc7ab057b · outbound

This paper cites No clarification is needed.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA No clarification is needed

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:32.004588Z

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 00c709ab-8052-4cc7-a927-2e708416bfd3 · outbound

This paper cites A desk can be organized by.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA A desk can be organized by

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:31.838290Z

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 1db04eaf-9deb-4bec-94ef-1e6d05b262d2 · outbound

This paper cites The conflict modeling module keeps the encoder frozen and trains only lightweight heads for 200 epochs us- ing AdamW (learning rate 10−4, weight decay 0.01).

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA The conflict modeling module keeps the encoder frozen and trains only lightweight heads for 200 epochs us- ing AdamW (learning rate 10−4, weight decay 0.01)

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:17:32.840514Z

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 c7aeb250-302b-49de-aee7-8645521d93aa · outbound

This paper cites an unresolved cited work.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Unresolved cited work

Reference 2020

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:17:35.365421Z

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 30f37d61-285f-4edc-97bc-2855a3ce57d3 · outbound

This paper cites Detecting Ambiguities to Guide Query Rewrite for Robust Conversations in Enterprise AI Assistants.

Diversity is Not Ambiguity: Toward Accurate and Efficient Ambiguity Detection for Open-Domain QA Detecting Ambiguities to Guide Query Rewrite for Robust Conversations in Enterprise AI Assistants

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T00:17:27.327524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.