Paper Citation Record · LEDGER

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems

As of 19 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2412.10571.

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

pith.paper-citation-record.v1
2412.10571 v3

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:55:54.192238Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:27:10.067460Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-14T06:16:15.895014Z

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy2
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 73f2b23a-34f9-4dd5-ae13-e836057c7b55 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.505499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 48090a81-4fa4-48e6-afc8-b4092bcd635a · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.491456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f4116f82-cb5c-4761-95d4-e17b537a2570 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.457260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 49a7c55c-66f4-485d-bd84-2e78137cc0ed · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.445936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b12a9448-1fcb-4582-88cb-589389709a03 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.432622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 75bd3ccc-a695-41b8-aad6-232b04a1df02 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.419527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e6926e72-0bba-4138-a260-b03fce6de8bf · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.407316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b4631b97-c479-443b-a50e-324858c7d798 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.392184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ab83a335-3bba-4f11-9a43-fc30efab1034 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.373869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 74744050-d98c-463d-9e83-d0b8f362ce9c · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.338005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fbb5e634-696b-4b03-9602-ed0cbf3b4504 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.324251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d9a20264-2b8a-461f-bb60-b557659ea11d · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.310682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 033dada5-c618-4bf5-b5e4-6e829e050ca1 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.298218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4af0b270-daa1-476e-bf43-24f7fa2fbbbb · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.284792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 925f1124-cd7d-4597-ba48-1ca6e4b5ad1b · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.272013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 550cafb5-93fc-45cd-80ab-78f99a1a4d44 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.261131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6c9744b7-d35d-44d4-88a7-bb9cd2f00e3c · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.247444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dd94e7e9-d7cf-48df-958b-6dc8f9a1d676 · outbound

This paper cites an unresolved cited work.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T15:55:54.231821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4f66d38e-e682-4bf9-90c8-fc2f3a6d032a · outbound

This paper cites arXiv (2022).

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems arXiv (2022)

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T15:55:54.355661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6d01b833-58ba-4a05-bd93-a6bfcfb6fb46 · outbound

This paper cites In NeurIPS.

Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems In NeurIPS

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T15:55:54.472625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 31094a8e-dc13-4ae6-9ffb-0fe9f3bc870a · inbound

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions cites this paper.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:27:10.401068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.