Paper Citation Record · LEDGER

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions

As of 15 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2608.08944.

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

pith.paper-citation-record.v1
2608.08944 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:27:10.112618Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

26 of 26 outbound references displayed

verified exact9
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d9005983-07d4-49b4-8678-a99a9f6aa53f · outbound

This paper cites Benchmarking Large Language Models in Retrieval-Augmented Generation.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Benchmarking Large Language Models in Retrieval-Augmented Generation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:09.943923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db996cd1-76de-483c-ab16-506652941927 · outbound

This paper cites Gemma 3 Technical Report.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Gemma 3 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:09.948955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e369d2c-8a26-4d25-b27b-477c00203e9a · outbound

This paper cites The Llama 3 Herd of Models.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions The Llama 3 Herd of Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:09.975712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb89e34-f524-479e-9d51-b4999ea45803 · outbound

This paper cites an unresolved cited work.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:27:11.254089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 631d3d25-f934-4cfe-982c-5b512dcd37cf · outbound

This paper cites DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:10.013649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eaff972-a202-4577-80ad-b5a69ded545a · outbound

This paper cites an unresolved cited work.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Unresolved cited work

Reference 6

Resolution: malformed identifier; no resolver link, observed 2026-08-14T04:27:10.018539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 781ea804-ca23-467b-b2e8-c7c6cd243a62 · outbound

This paper cites CUE-R: Beyond the Final Answer in Retrieval-Augmented Generation.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions CUE-R: Beyond the Final Answer in Retrieval-Augmented Generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:10.023666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c6eaea5-dd12-4130-b319-f68d7bb85108 · outbound

This paper cites Mistral 7B.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Mistral 7B

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:10.029122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e66d972-b12b-474b-8ee7-b6bca048190b · outbound

This paper cites an unresolved cited work.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Unresolved cited work

Reference 9

Resolution: verified exact; doi, observed 2026-08-14T04:27:10.642130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f085a50f-4f7d-4667-9524-6e16bd28e05c · outbound

This paper cites When Knowledge Changes: Metamorphic Testing of RAG Systems with Mutations.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions When Knowledge Changes: Metamorphic Testing of RAG Systems with Mutations

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:27:10.569049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fe233f31-218a-43f2-90e0-3c181499cfa3 · outbound

This paper cites When Should LLMs Search? Counterfactual Supervision for Search Routing.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions When Should LLMs Search? Counterfactual Supervision for Search Routing

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:27:10.540723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3086e081-9435-4347-b42b-d42a5c43d6bb · outbound

This paper cites an unresolved cited work.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:27:11.203596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1558b14b-4e41-41eb-8147-3bf41a67296e · outbound

This paper cites Evidence Interfaces Shape How Retrieval-Augmented Readers Use Support.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Evidence Interfaces Shape How Retrieval-Augmented Readers Use Support

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:27:10.498848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 082dd4fe-7964-4562-a26d-22bbc4a41234 · outbound

This paper cites Bridge Evidence: Static Retrieval Utility Does Not Predict Causal Utility in Multi-Step Agentic Search.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Bridge Evidence: Static Retrieval Utility Does Not Predict Causal Utility in Multi-Step Agentic Search

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:27:10.451344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5bb22d3c-a89d-4439-99ef-4223bc2343c8 · outbound

This paper cites Qwen3 Technical Report.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Qwen3 Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:10.059304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b6f789f-7c1d-4f1a-a7de-9a29d072c80c · outbound

This paper cites RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:10.063377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems.

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 2026-08-15T06:32:42.880941+00:00.

Observation b7b52a3f-c91c-4778-8401-2d7ed68a46ed · outbound

This paper cites an unresolved cited work.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:27:11.115767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7c04bf47-aed5-4644-b76c-01c5cc0502eb · outbound

This paper cites an unresolved cited work.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:27:11.088052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 87454376-c135-45aa-8fd8-a0336177b5d0 · outbound

This paper cites Diagnosing Evidence Utilization in Long-Context and Retrieval-Augmented Language Models under Matched Evidence Conditions.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Diagnosing Evidence Utilization in Long-Context and Retrieval-Augmented Language Models under Matched Evidence Conditions

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:27:10.350079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 40c8e20c-f866-4d87-9054-f91e3bd45f16 · outbound

This paper cites Skill-RAG: Failure-State-Aware Retrieval Augmentation via Hidden-State Probing and Skill Routing.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Skill-RAG: Failure-State-Aware Retrieval Augmentation via Hidden-State Probing and Skill Routing

Reference 21

Resolution: metadata mismatch; local_arxiv, observed 2026-08-14T04:27:10.376834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2ea038aa-981e-4b04-bb03-e8cc7fc0dca8 · outbound

This paper cites Cohen, Ruslan Salakhut- dinov, and Christopher D.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Cohen, Ruslan Salakhut- dinov, and Christopher D

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:10.101940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74e8e90a-e886-4cfb-9855-b752359227f1 · outbound

This paper cites C-Pack: Packed Resources For General Chinese Embeddings.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions C-Pack: Packed Resources For General Chinese Embeddings

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-14T04:27:10.096426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6322d8f8-9cbb-4ea9-ac33-d0e06e83e205 · outbound

This paper cites an unresolved cited work.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-14T04:27:10.217967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 03d7921c-2abe-4e4b-8d9b-d442d5187a06 · outbound

This paper cites an unresolved cited work.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Unresolved cited work

Reference 25

Resolution: verified exact; doi, observed 2026-08-14T04:27:10.263235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6aa5cf29-8ed1-4075-8a59-8bcc8f668852 · outbound

This paper cites Diagnosing and Repairing Factual Errors in RAG under Budget Constraints.

What Would Fix This RAG Failure? Auditing Counterfactual Response with Paired Evidence Interventions Diagnosing and Repairing Factual Errors in RAG under Budget Constraints

Reference 2026

Resolution: metadata mismatch; local_arxiv, observed 2026-08-14T04:27:10.775529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.