Paper Citation Record · LEDGER

Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2503.23306.

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

pith.paper-citation-record.v1
2503.23306 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:23:36.648696Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T17:17:15.150789Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 8c57fe57-fa0d-4e2a-afdb-205bbbc40cc4 · inbound

AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection cites this paper.

AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts

Reference 55

Resolution: malformed identifier; no resolver link, observed 2026-08-15T22:23:36.648696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cf4f52c-5d73-4fa7-8e0f-4e2a6ae436d0 · inbound

Mind the Quote: Enabling Quotation-Aware Dialogue in LLMs via Plug-and-Play Modules cites this paper.

Mind the Quote: Enabling Quotation-Aware Dialogue in LLMs via Plug-and-Play Modules Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:31.258370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef101ce-6c51-4e94-adf3-d2bec5b05155 · inbound

MIDUS: Memory-Infused Depth Up-Scaling cites this paper.

MIDUS: Memory-Infused Depth Up-Scaling Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-16T22:03:36.041732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 935c9982-98f2-4214-8da1-5acaa259860e · inbound

EASE-TTT: Evidence-Aligned Selective Test-Time Training for Long-Context Question Answering cites this paper.

EASE-TTT: Evidence-Aligned Selective Test-Time Training for Long-Context Question Answering Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:17:15.152058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.