Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T11:54:35.149709Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 1 inbound Pith citation observation for arXiv:2604.22939.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-08T11:54:35.149709Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-09T04:49:14.556768Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T04:55:58.792433Z
10 of 10 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 789518fe-e0d2-4b7d-b92a-d867883776d6 · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge findings-acl.1016/
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 650fff62-0219-436a-b06d-6f63e93c0fcb · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge Vector Ontologies as an LLM world view extraction method
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 7e52dfca-1455-4bac-92fc-dfa4ed2b1946 · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge Qwen2 Technical Report
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation f0b57457-d76d-4be9-b493-ba0874f8ded5 · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 1e81c8ba-22ee-4759-99e9-8f3380610456 · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge We report results us- ing k∈ {1,3,5,10} for our financial document datasets but using k∈ {10,15,20} for MMDocRAG to follow its metrics
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation b69525a0-d3d8-4da6-b9c1-75a7f0e08f31 · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge It is calculated as the area of their intersection divided by the area of their union: IoU= Area(Bp ∩B gt) Area(Bp ∪B gt) (7) We report the mean IoU across all test samples
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation ecd08017-84f2-461b-8576-c3c8320efdc1 · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge This metric highlights the efficiency gains of the task-specific head (ET) compared to sequential token generation (Entp)
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 422ff5b9-2589-432b-bc4e-7610193d383a · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation d4c70bd2-b5ff-4807-b7a0-414ed34d1bdf · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge It plots the True Positive Rate (TPR= TP TP+FN ) against the False Positive Rate (FPR= FP FP+TN ) at various threshold settings
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 2a6af1e0-23a2-4066-88f2-cf37a7e93e41 · outbound
Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge 27b-ft” and “4b- ft
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.
Observation 48792b80-469f-4384-a59e-0e3de990ef4e · inbound
Future Confidence Distillation in Large Language Models Self Knowledge Re-expression: A Fully Local Method for Adapting LLMs to Tasks Using Intrinsic Knowledge
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.