Paper Citation Record · LEDGER

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification

As of 21 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 2 inbound Pith citation observations for arXiv:2505.12348.

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

pith.paper-citation-record.v1
2505.12348 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:42:09.347635Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:15:06.780361Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T15:14:26.393053Z

Reference resolution

16 of 16 outbound references displayed

verified exact1
verified fuzzy11
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ab4eff04-ab20-4559-8b0b-fed901846b13 · outbound

This paper cites an unresolved cited work.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:42:09.578123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3b8511cc-2063-422e-a10a-ffc8cfb6ed8b · outbound

This paper cites DeepSeek-V3 Technical Report.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification DeepSeek-V3 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:09.245828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fba20ba-aa85-4f0d-b024-5a7113342d74 · outbound

This paper cites EXPLAIN, EDIT, GENERATE: Rationale-Sensitive Counterfactual Data Augmentation for Multi-hop Fact Verification.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification EXPLAIN, EDIT, GENERATE: Rationale-Sensitive Counterfactual Data Augmentation for Multi-hop Fact Verification

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:42:09.390660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a9dbeaad-b1fa-4cd6-be2f-54947019ae69 · outbound

This paper cites However, more than one round of Self- improvement DPO may impair LLM’s effective- ness on out-of-domain claims, and Meta-LLaMA-3- 17 © Copyright National University of Singapore.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification However, more than one round of Self- improvement DPO may impair LLM’s effective- ness on out-of-domain claims, and Meta-LLaMA-3- 17 © Copyright National University of Singapore

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.453551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c26f645f-4590-47a5-97bc-1ddd85afff48 · outbound

This paper cites support" or.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification support" or

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.592760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 96941b80-b4fb-4b7b-866f-61e126825623 · outbound

This paper cites support",.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification support",

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.564160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d988adde-fe08-44e0-8699-a9575c883f75 · outbound

This paper cites ##" to format each step clearly, e.g.,.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification ##" to format each step clearly, e.g.,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.549003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 723a8f03-82cd-4ff4-b798-f6dda551d14c · outbound

This paper cites support" or.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification support" or

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.532410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0febf505-1c5f-4898-aec4-9447e7cca0d9 · outbound

This paper cites instruction.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification instruction

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.516188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9ed87513-c98c-43db-9a06-8905abc6de52 · outbound

This paper cites support" or.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification support" or

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.500428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9989e685-4755-4aca-9ea2-48013baee5ee · outbound

This paper cites Make sure each step is the smallest possible logical unit necessary for validation.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification Make sure each step is the smallest possible logical unit necessary for validation

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.622364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b7970b71-4e6b-432a-b97d-ba0293460ada · outbound

This paper cites ##" to format each step clearly, e.g.,.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification ##" to format each step clearly, e.g.,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.607792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation acc08245-6f1d-4079-8bbd-d92db70ad6c9 · outbound

This paper cites support" or.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification support" or

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.469502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 322c4868-8a63-456e-bd8a-d055c9dc1e42 · outbound

This paper cites output":.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification output":

Reference 1968

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:42:09.484909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 76ac73d2-98e7-45d4-8312-d6f9bc6cd3e0 · outbound

This paper cites Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:09.251170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5ff5aef-2767-43e9-83dd-cdc75f930451 · outbound

This paper cites Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches.

Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T20:42:09.239098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d666adc7-efbe-417a-a848-ed2ac38d9caf · inbound

Agentic Reasoning for Large Language Models cites this paper.

Agentic Reasoning for Large Language Models Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification

Reference 281

Resolution: verified exact; arxiv_id, observed 2026-05-17T15:14:26.395545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 40da1df4-6be1-48c2-b85d-af61d2a2a910 · inbound

Hyper-ES: Effective Evolution Strategies for LLM Reasoning via Descent Direction Merging cites this paper.

Hyper-ES: Effective Evolution Strategies for LLM Reasoning via Descent Direction Merging Reasoning-CV: Fine-tuning Powerful Reasoning LLMs for Knowledge-Assisted Claim Verification

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T11:15:06.780361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.