Paper Citation Record · LEDGER

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

As of 8 August 2026, this Paper Citation Record lists 100 of 131 outbound references and 8 inbound Pith citation observations for arXiv:2510.19771.

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

pith.paper-citation-record.v1
2510.19771 v4

Coverage vector

measured 100 of 131 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:39:14.067653Z

measured 108 of 108 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:56:55.343976Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T12:26:57.010773Z

Reference resolution

100 of 131 outbound references displayed

verified exact0
verified fuzzy0
unresolved92
parse uncertain8
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2e890804-28bd-48aa-b67e-e1e644be30e2 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:01.121201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f6fd4f2-22b5-45a3-80e1-e540f88c8c65 · outbound

This paper cites ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:01.053662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e39f3683-559b-4e07-a55d-b5c3959aec19 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:01.306058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bdca7f4-45c0-457f-9fe8-6515e9dd9f31 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:01.234741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40131fee-7d8b-4e23-a03d-13a26df50ba1 · outbound

This paper cites actions" array. Each action should follow this structure: {.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents actions" array. Each action should follow this structure: {

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:01.720952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46bdc8da-8545-45ee-b510-f1f9fdd45401 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:01.524094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e11f128-ca5e-47b6-84d8-4b4073da8baf · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:08.382792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e62539f-fbe1-4336-bf81-71f44d7d9dc4 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:01.984874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a493de09-07ff-4468-8823-25c85d729e2c · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:02.238564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b2d14bc-c37c-4a8c-96a1-bd7af3b3faf4 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:02.514824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 276a466f-ba0a-495f-a522-585f90c4f40d · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:02.674082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af68bdc2-6228-417a-a6c1-fcee74aca63c · outbound

This paper cites It’s one of the first prompts exe- cuted to establish the professional environment.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents It’s one of the first prompts exe- cuted to establish the professional environment

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:02.814748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec8667fc-380f-44f8-8d00-c6ed5311ebe7 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 13

Resolution: parse uncertain; no resolver link, observed 2026-08-04T08:39:02.994746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89e89fe7-aea4-4ddc-aa99-6995b6d6e1d7 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 14

Resolution: parse uncertain; no resolver link, observed 2026-08-04T08:39:03.114747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10cb5470-4a69-4084-aa71-b23fc4516951 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 15

Resolution: parse uncertain; no resolver link, observed 2026-08-04T08:39:03.374743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9802e594-7cc7-420f-9bf4-9bbd8b8376cd · outbound

This paper cites company_name.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents company_name

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:03.592725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fb7a32d-35cc-45f7-914e-a076ec43a074 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:03.697699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df844916-3ae9-403d-ac0b-84efa3b2ff44 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:03.835029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c4d409d-ba0a-4259-a7cf-848320f0d342 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:03.946814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebdcd78a-ec05-4a00-a833-184e1b5f7e37 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:04.044831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d56c45ef-e335-45ed-b31b-b1a958c14650 · outbound

This paper cites easy" %} Keep the context simple with straightforward preferences and minimal constraints. {% elif difficulty ==.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents easy" %} Keep the context simple with straightforward preferences and minimal constraints. {% elif difficulty ==

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:04.144746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b36b5271-22e9-43af-9597-31aa42504f13 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 22

Resolution: parse uncertain; no resolver link, observed 2026-08-04T08:39:04.232611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c131b9f-cf5d-4b2b-b4a3-74314aa8e813 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:04.404894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 471e4c03-3331-4cb9-ae94-c3546f45ace7 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:04.539200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d38aece5-f13a-4bf1-aec4-90a6bed95eb4 · outbound

This paper cites relationships.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents relationships

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:04.724747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0b3e191-8e4b-483b-a215-48325ebc9ed3 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:04.824743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b670891-9db0-47cb-ab2d-c73edfa91b9a · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:04.935027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eed16a58-f2f1-41a4-9ec2-457f7ded1f98 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:05.044620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 498f61ca-d76b-4d20-a0a7-28fd6501f957 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:05.124260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fdc78bb-801a-4be3-b879-0959f35cd59b · outbound

This paper cites easy" %} Make it straightforward with clear cause and solution. {% elif difficulty ==.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents easy" %} Make it straightforward with clear cause and solution. {% elif difficulty ==

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:05.249349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e9a02bb-69bf-466f-8a15-d8a4e92e4278 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:05.324755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 117984e8-f92a-467f-a199-bd016722a47f · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:05.439896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfc71c96-5e0d-4bf9-8ae1-2b7d5066c542 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:05.524275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecc1a7aa-0869-49aa-ac30-b5e8837a482c · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:05.636947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0817c53a-f984-4a5b-b0be-5441dd78d112 · outbound

This paper cites easy" %} Make them straightforward with clear causes. {% elif difficulty ==.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents easy" %} Make them straightforward with clear causes. {% elif difficulty ==

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:05.831292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c403379-9cad-4548-9620-14e85f8a6355 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.026709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc9b2ec1-0eea-4f2e-9bed-8889369b14ea · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.126688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8f5a9c6-3550-471f-96ad-ee5860595e53 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.276704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cef2d63b-c37a-4511-9c17-7de49435a69a · outbound

This paper cites evidence_distribution.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents evidence_distribution

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.354843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47533374-8740-436b-87e9-36944d09cf85 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.454143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f3d9715-ba56-4541-9b04-5bf43eddd6ec · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.558651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f82729e1-7002-4e0a-a919-8f813818cbe8 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.775473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65c50c23-4fde-4a46-b05d-6c4cd80c7c0a · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.854741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a70d076-4391-44d9-8a4f-9ba8dff75d1f · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:06.931324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49df0833-03ac-4ad8-a6e4-de201943ae4f · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.019414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2498080-f588-45aa-ade4-4e5a5a08e3c7 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.086515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ea6166d-3b69-4427-b7e1-a3e710a454dd · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.153130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e629e0a-ce37-4732-a1da-2e3d5a765b0f · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.292566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcdf4e33-f123-4041-832d-e77597ac20ca · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.502331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fc295f2-b159-40d4-b637-c176a42dfe92 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.601523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf8c2fba-a3cb-48bc-be8d-efe8d4a720ef · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.674744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b292f058-f4ea-4d82-9013-15dc4b74be52 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.795472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 439c6ab9-0b0b-41e0-9532-f1fe3b90a578 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:07.925347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db1a96ae-1cb2-4dfd-8085-3c33b18b4555 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:08.078387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19293bb3-e802-4926-bd17-6917050586c5 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:08.113943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 715ac95e-9eaa-47df-a6cf-8d15493eae7a · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:08.276647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf617587-5147-45fc-b3ed-c223c6a82be0 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:08.534512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74f71201-ec0b-475c-86e1-fbde734c5af4 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:08.683407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a9f69b7-427e-4599-88b7-3024648e01bf · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 60

Resolution: parse uncertain; no resolver link, observed 2026-08-04T08:39:08.773841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 845dd2d9-dbe1-48ae-aa5e-0cfcc68b0ace · outbound

This paper cites Provide specific names and identifiers, not generic categories.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Provide specific names and identifiers, not generic categories

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:08.827233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2266675f-bc8d-49f3-8592-0a5b354f538b · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:08.907865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00edaf4f-708f-4fc9-9f58-c570bed63ec1 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:09.048850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d235fcfb-7c14-406f-98cd-6c2e6618b2e1 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:09.114582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c1d3c41-567c-468d-baa9-7ed8c6da65c7 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:09.175441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd6a893b-8861-4bba-9b1b-c55fbe5ff944 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:09.225324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 67

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Unavailable: canonical work link unavailable.

Observation 1e40ce46-30bf-4826-a64d-dc5a7530e748 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 68

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Unavailable: canonical work link unavailable.

Observation ab8266f4-a989-414c-ab5e-8fd2309d8670 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 69

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a530096-faf6-41b0-974c-9dc3d4de4f6c · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 70

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Observation 536fb47d-1da8-444e-8826-d90dae62678d · outbound

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Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents quality_score

Reference 71

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Observation bbebe992-4c07-431e-bc37-b5f83b8e42e8 · outbound

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Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 72

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0395776e-a774-4252-81de-8fe92edba47b · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 73

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Unavailable: canonical work link unavailable.

Observation 72de0c22-6fbe-4daa-9645-6e058a2ca48e · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 74

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c31305ad-391c-49e2-9bee-2ab87ed3fa2c · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 75

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Unavailable: canonical work link unavailable.

Observation 320ef1c5-17df-49e1-9e9c-b408b17a19b6 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 76

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Unavailable: canonical work link unavailable.

Observation 07257944-c49f-4077-8161-293624de1e27 · outbound

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Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Format each email with proper headers (From, To, Subject, Date) followed by the body

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:10.763498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4268b25b-5d6a-4129-9d7b-263fb40ffe89 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:10.880618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98ed8921-2123-4134-beb7-a41f2609b737 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 79

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f036dfcb-c84a-4db5-b41d-1f186f5f9a28 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:11.193895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3431871f-d82c-4523-8b46-f6c2308ebf84 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:11.315222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db53bf79-c10f-44ab-ac36-204c935426f1 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 82

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70c9190a-f141-4a64-a012-5773721b3ccd · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:11.557174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2444e2d7-6939-42ff-b641-7359a015f32e · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:11.741682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e30d636b-d295-4efd-bb35-e8baf6042376 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:11.876140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08437e3d-db20-4f23-aa64-a346292e4dba · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:11.997790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5de3332-ce89-4075-b963-de81753f39d6 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:12.172057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17e52270-023a-4d8f-86a9-566435539485 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:12.307310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a37ae7e5-869f-4404-8c82-1a97e6bd596c · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:12.423560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a9e99de-f200-4cba-b6cd-d30056e1ee45 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:12.544570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bb28f47-b141-46cb-9a2e-7bac995452d7 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:12.704583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b028060e-29fe-43a9-9f65-2baece9f069b · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:12.817706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d7e2c3f-93e8-45c7-a8df-968ae2755ee1 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:12.932684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2512e5b-d1fb-404d-b13b-63a35ef0fbcd · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:13.112896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f313a343-0ffb-440b-a584-bdb3159ef663 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:13.264027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c4af81f-65bc-4222-adfc-14d094f60b08 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:13.430687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b401b1f6-2e4e-4556-bd22-172cf9fcb04d · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:13.601145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd51bcf4-3c98-42f8-b79e-840efa1cad1f · outbound

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Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:13.686430Z

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Unavailable: canonical work link unavailable.

Observation f7c74e40-0380-49bd-961e-2b1e90300d6a · outbound

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Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents If we had chosen vendor B instead of vendor A

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:13.837919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2456c169-606a-4bfa-a5b0-ec1ec52f9970 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:13.954560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fffc7f04-749b-4744-b707-4d990a21a656 · outbound

This paper cites an unresolved cited work.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents Unresolved cited work

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:14.067653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a023dbdf-69f5-4d87-974a-b2c008373eb5 · inbound

Knowing Isn't Understanding: Re-grounding Generative Proactivity with Epistemic and Behavioral Insight cites this paper.

Knowing Isn't Understanding: Re-grounding Generative Proactivity with Epistemic and Behavioral Insight Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Reference 2010

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Unavailable: canonical work link unavailable.

Observation f87175c6-1acd-44db-be87-ddf47a159d0f · inbound

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Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-08T02:18:40.130482Z

Source-reported events for the cited work

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Observation 2dbc1c3d-7408-4629-b17b-b8ce07f5db13 · inbound

Agentic Coding Needs Proactivity, Not Just Autonomy cites this paper.

Agentic Coding Needs Proactivity, Not Just Autonomy Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-08T02:18:40.130482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 249fb337-c4eb-4bca-a5fa-31280cb58a96 · inbound

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ProactBench: Beyond What The User Asked For Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Reference 136

Resolution: verified exact; arxiv_id, observed 2026-07-08T02:18:40.130482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 165a1c6f-b22a-4563-aeaf-df4c266a5831 · inbound

TIDE: Proactive Multi-Problem Discovery via Template-Guided Iteration cites this paper.

TIDE: Proactive Multi-Problem Discovery via Template-Guided Iteration Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-08T02:18:40.130482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b500f0d4-b455-4f91-acac-e9377793441e · inbound

AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents cites this paper.

AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Reference 49

Resolution: metadata mismatch; arxiv_id, observed 2026-07-08T02:18:40.130482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 584411e7-c728-4ea9-a89d-69b883228114 · inbound

Just A Rather Very Intelligent Spoken Agent cites this paper.

Just A Rather Very Intelligent Spoken Agent Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T20:29:40.267613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 226009ac-e136-43e5-8824-f5d14bf0e124 · inbound

ProEvent: An Event-centric Benchmark for Proactive Agents cites this paper.

ProEvent: An Event-centric Benchmark for Proactive Agents Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-01T17:18:06.202545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.