Paper Citation Record · LEDGER

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge

As of 23 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2608.07838.

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

pith.paper-citation-record.v1
2608.07838 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:53:54.061241Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

22 of 22 outbound references displayed

verified exact1
verified fuzzy8
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ab5bfda-c68f-453d-8614-38bcc2e21393 · outbound

This paper cites head”: “Room to Read.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge head”: “Room to Read

Reference 1

Resolution: verified exact; raw_fallback, observed 2026-08-12T00:53:54.213556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3e31a8c7-82e4-4f5a-b7d1-b961404325ab · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.494068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fef165c8-1c36-4b9f-83fb-2ff53360e853 · outbound

This paper cites {original_text_sentence}.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge {original_text_sentence}

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:53:54.480268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d2da5e79-0e8f-4f79-b7dd-3acdcfd828ae · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.505282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5651e8da-c717-42eb-9d2b-d307bbf938a6 · outbound

This paper cites {table_entity}.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge {table_entity}

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:53:54.406035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bdabaad9-18cd-4abe-a45b-824e6a82ae51 · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.391001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation aee3a7a0-43df-4b81-bc76-a3a2ad104c74 · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.469557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c10f46b8-81de-4911-b09d-a9c5c9e298cc · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.454219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a5e4a6f3-aa4d-4908-b7a8-a4f2f4d831dd · outbound

This paper cites {kg_tail}.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge {kg_tail}

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:53:54.436636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c8466110-d7ad-4cf8-bf1d-41231629ac02 · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.421921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d48d27bd-9d06-4dbc-ac0f-18db86d3e82b · outbound

This paper cites {kg_rel}.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge {kg_rel}

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:53:54.326983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7218ecf2-643b-4b06-b311-21d655530273 · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.305852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 19354aad-2c77-4c09-90b7-740702b93e3e · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.376920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7707f7ff-7fac-452c-ad7a-ed15aa7b2d6e · outbound

This paper cites the first person mentioned.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge the first person mentioned

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:53:54.365976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 121199bd-5f94-402f-a2cf-d4c93ab88e4d · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T00:53:54.037911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f8c3259-3512-4f7b-96a2-19d3a9dca70b · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.337874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8f8329a1-64d6-490b-8731-9437ed695f0a · outbound

This paper cites an unresolved cited work.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:53:54.294726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 57173c5c-50f3-45b1-a277-af194f730f0b · outbound

This paper cites question.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge question

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:53:54.281841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cb65859b-93c2-467a-9ceb-bf0759a75efc · outbound

This paper cites You must answer based on the provided reality.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge You must answer based on the provided reality

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:53:54.270534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cbfc95f9-cee7-45a2-8d75-e6ee3d978505 · outbound

This paper cites target_entity.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge target_entity

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:53:54.255247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e6f5f99d-e6f3-4fe3-b737-588b8ce3664d · outbound

This paper cites The FACTS Grounding Leaderboard: Benchmarking LLMs' Ability to Ground Responses to Long-Form Input.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge The FACTS Grounding Leaderboard: Benchmarking LLMs' Ability to Ground Responses to Long-Form Input

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-12T00:53:53.961682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c177d86c-a86b-4adb-9bcc-e705d4fff115 · outbound

This paper cites DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models.

Counterfactual Benchmarking and Training for Factuality Consistency and Order-Robust Grounded Reasoning in LLMs over Heterogeneous Knowledge DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-12T00:53:53.955879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.