Paper Citation Record · LEDGER

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data

As of 22 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 2 inbound Pith citation observations for arXiv:2506.09672.

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

pith.paper-citation-record.v1
2506.09672 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:50:05.593798Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T02:44:36.459238Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy0
unresolved31
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation e519b4fe-0536-41ee-acb7-c6165e70561a · outbound

This paper cites GPT-4 Technical Report.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.488528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a229ba1f-2304-499a-8555-8795f7ed75af · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.492605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d58efd4-28e6-4e93-a0c5-cbe8988a4cb3 · outbound

This paper cites Qwen Technical Report.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Qwen Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.496171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7f9fb0a-f434-4c9e-a71a-1003e59305f4 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:50:05.978971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e91dac23-d2f2-4fd2-95b3-40ad13c5e0b1 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.503516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d99ef63a-52e5-4875-9f91-6a7e2351c56a · outbound

This paper cites Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.506908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eaaa597-837e-427e-9870-0a596ed41ba2 · outbound

This paper cites AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.510907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6f7b1d1-efd3-40fe-bc6b-384d2364fa28 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.514486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation defb7057-bcde-4b8a-96fb-005461c1f9cd · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.517586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d2ea0b-99dd-4f40-9e64-6ff5fd50984e · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.521082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 388bdd2f-5595-4be9-8f75-58539cbdf1d7 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.524561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d77ce17-83cb-4643-9901-6db50c48edae · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.528607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2aa91d9-57ac-468d-8b1b-e7ac747d31a8 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.531670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ce162a3-a1d1-480e-88be-40a4055abf13 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.535477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4b807c6-adc3-45b5-9c9b-9c49d1967b37 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.538912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd9192fa-f7b3-49a6-8d79-0830d4407dbe · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:50:05.929590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 81357dca-778d-45c9-a51b-449938265a2f · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:50:05.919391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 06b35b83-ea27-40c4-8042-86d00ab1d330 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:50:05.909326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ffde3d8e-83ca-4dff-ada7-2c1c82d4278c · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:50:05.898982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0e7ad837-bfa8-4737-8b60-49bb6727a6ab · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data LLaMA: Open and Efficient Foundation Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.555102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c35aee5b-6f86-48f5-9629-a705db5c4a2e · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:50:05.887950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f0fb506a-4d52-4d3c-b89d-ade302ca38cf · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.561700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 295226a7-d893-4039-ad1d-2d7e08b6b1d6 · outbound

This paper cites AKEW: Assessing Knowledge Editing in the Wild.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data AKEW: Assessing Knowledge Editing in the Wild

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.565349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e52ae1b-4e32-4149-97af-ac30139fdce3 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.569643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b286d694-feb0-49c3-848d-6c17fbf9073a · outbound

This paper cites A Comprehensive Study of Knowledge Editing for Large Language Models.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data A Comprehensive Study of Knowledge Editing for Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.573110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22fb7094-6282-4a76-9ae3-ccda0eb9dc36 · outbound

This paper cites AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data AdaLoRA: Adaptive Budget Allocation for Parameter-Efficient Fine-Tuning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.576497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb1fce32-c342-4ba7-8eb5-fadd7ea62d4d · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data BERTScore: Evaluating Text Generation with BERT

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.579943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25ddbcfc-48c3-4489-990e-4d4ad3611b35 · outbound

This paper cites an unresolved cited work.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.583656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1b4c389-4aa3-4813-87ac-3f883ee54f75 · outbound

This paper cites Modifying Memories in Transformer Models.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data Modifying Memories in Transformer Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.587057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a98bd8e7-a6a0-4dde-ab77-836949432541 · outbound

This paper cites online" 'onlinestring :=.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data online" 'onlinestring :=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.590291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f2e6395-9fb3-4b2f-a34f-c5922d87f1cf · outbound

This paper cites write newline.

Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data write newline

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T04:50:05.593798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8f5a7802-527d-4bf5-bac9-c36c90a6aee4 · inbound

Implicit Reasoning Steering via Concept Chaining cites this paper.

Implicit Reasoning Steering via Concept Chaining Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-02T02:44:24.701553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82c7e87c-ea50-4e34-ab47-571ef43505d0 · inbound

Implicit Reasoning Steering via Concept Chaining cites this paper.

Implicit Reasoning Steering via Concept Chaining Is Fine-Tuning an Effective Solution? Reassessing Knowledge Editing for Unstructured Data

Reference 177

Resolution: verified exact; local_arxiv, observed 2026-08-02T02:48:31.094257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.