Paper Citation Record · LEDGER

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents

As of 6 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2605.28108.

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

pith.paper-citation-record.v1
2605.28108 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T13:19:05.239118Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

29 of 29 outbound references displayed

verified exact1
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52da6fc2-9dad-4a0a-8007-cd242b7faa3d · outbound

This paper cites PersonalAlign: Hierarchical Implicit Intent Alignment for Personalized GUI Agent with Long-Term User-Centric Records.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents PersonalAlign: Hierarchical Implicit Intent Alignment for Personalized GUI Agent with Long-Term User-Centric Records

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T13:23:28.044846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 01d7954f-b874-4b5e-9712-6cd634fa9515 · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5e467b3-2b57-499a-bf62-b42349d97445 · outbound

This paper cites Proactive agent research environment: Simulating active users to evaluate proactive assistants.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Proactive agent research environment: Simulating active users to evaluate proactive assistants

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-29T13:23:28.041368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f4a34ced-998c-4764-8cd0-d8280c67d9ea · outbound

This paper cites Latent Preference Modeling for Cross-Session Personalized Tool Calling.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Latent Preference Modeling for Cross-Session Personalized Tool Calling

Reference 4

Resolution: malformed identifier; local_arxiv, observed 2026-06-29T13:23:28.047813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7d17df9c-c763-4cea-b1ea-522c533562ba · outbound

This paper cites creative.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents creative

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc795dbe-bf7b-4533-bf15-e14939f8182a · outbound

This paper cites Delete promo emails outright.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Delete promo emails outright

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3268c4e4-2e59-42bd-8396-550b94964797 · outbound

This paper cites rule_text.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents rule_text

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3133241-b2bf-44b0-a96d-f5ec566afe48 · outbound

This paper cites archive / pause / preserve / keep.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents archive / pause / preserve / keep

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdcaada2-3d74-4d67-9301-90f81d88740d · outbound

This paper cites A over B.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents A over B

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c66a3955-cd22-40be-b458-4f24f9784728 · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae0aac8a-d323-4772-8be3-3d769b2221fb · outbound

This paper cites On its own, does this word push passive toward gold?.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents On its own, does this word push passive toward gold?

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6986a8e3-6f00-4f1e-a380-645caab332de · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3c13e2e-b7a6-4ee3-a444-5e65da04178a · outbound

This paper cites 3.`gold_value`matches`rule.check_type`x`<rule.param >`type per the dispatch table.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents 3.`gold_value`matches`rule.check_type`x`<rule.param >`type per the dispatch table

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bac2eb5e-714c-4901-af06-901df66d0ad8 · outbound

This paper cites confirm"`, the instruction is an ordinary user request (.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents confirm"`, the instruction is an ordinary user request (

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a6eb6cb-b288-4163-8041-1b1b5bd3cc24 · outbound

This paper cites trace": [{.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents trace": [{

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccd8a868-a166-4d27-a563-3817406d46a9 · outbound

This paper cites Order them in natural temporal order ( earliest first); the caller stamps`day_offset`from the index.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Order them in natural temporal order ( earliest first); the caller stamps`day_offset`from the index

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c36d254-4974-4dde-a4cd-b762f0780b7a · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b18cd6b-d9d9-4904-b28c-930e51f65d8f · outbound

This paper cites Triage my work inbox before today's 9am steering check-in.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Triage my work inbox before today's 9am steering check-in

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6605fbab-f30d-4c9c-a258-7c7e52778d05 · outbound

This paper cites search restaurant + book restaurant.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents search restaurant + book restaurant

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b83b218d-5ab5-4b1c-ac60-e3028b59ea5b · outbound

This paper cites Track the bird-seed order I placed for the cardinals.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Track the bird-seed order I placed for the cardinals

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1221b2d9-fc7a-4fb2-a239-f749b7f39077 · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 890dcf8e-611c-4835-a7a0-7bc306b4b087 · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67397768-4588-4957-bd1c-bb881e3acb6b · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05892073-d04c-4164-b727-88fbad818765 · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b98c50-8635-477e-bdef-b7d0731ad431 · outbound

This paper cites folder in {inbox, sent, drafts}`(omitting returns all non-archived messages);`list_events.calendar`( omitting returns all calendars).

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents folder in {inbox, sent, drafts}`(omitting returns all non-archived messages);`list_events.calendar`( omitting returns all calendars)

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44afa843-efa6-4eef-a98e-dba6765d1f2d · outbound

This paper cites <authored from reply_points>.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents <authored from reply_points>

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 083243b2-289d-48c0-8e7b-da4eaf77bb7a · outbound

This paper cites standing rule.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents standing rule

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4547dd5d-17cb-4395-b2ec-bbeb797c52a6 · outbound

This paper cites an unresolved cited work.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e05b33b5-d3f2-41f8-babc-ab65f47f77fb · outbound

This paper cites specific instance.

Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents specific instance

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T13:19:05.239118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.