Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T10:42:36.927103Z
Paper Citation Record · LEDGER
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities?
As of 7 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2608.03874.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
35 of 35 outbound references displayed
- verified exact1
- verified fuzzy15
- unresolved19
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 5490d303-dae7-40bd-bcd5-3ddd5d520690 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.702628Z
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 8066a241-bbe2-4d99-9e08-1f037954074e · outbound
This paper cites arXiv preprint arXiv:2602.03587.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? arXiv preprint arXiv:2602.03587
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T10:42:35.010498Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 799bdb50-b855-4fd9-ad17-5e2587e95a4f · outbound
This paper cites a_helps_b.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? a_helps_b
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.671912Z
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 db327268-ece5-446c-911a-e7b875e365fd · outbound
This paper cites Avoid task IDs, temporary names, or absolute paths.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Avoid task IDs, temporary names, or absolute paths
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.566490Z
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 f0d95419-7e37-4bde-b918-d577b44bdddf · outbound
This paper cites Sharath Chandra Raparthy, Eric Hambro, Robert Kirk, Mikael Henaff, and Roberta Raileanu.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Sharath Chandra Raparthy, Eric Hambro, Robert Kirk, Mikael Henaff, and Roberta Raileanu
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T10:42:35.182792Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24fc300a-6ac8-4a2c-b138-3f5260a8a257 · outbound
This paper cites Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T10:42:35.268427Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 347df021-20e5-4b75-b06d-404aea309418 · outbound
This paper cites ClawBench: Can AI Agents Complete Everyday Online Tasks?.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? ClawBench: Can AI Agents Complete Everyday Online Tasks?
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T10:42:35.314132Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a167e6f-4250-48b9-9cb1-fa7ac66e34f4 · outbound
This paper cites B Pairwise Dependency Evaluation and Graph-based Ordering B.1 Pairwise Dependency Evaluation For each domain, we sample 200 unordered pairs from the 100 filtered tasks.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? B Pairwise Dependency Evaluation and Graph-based Ordering B.1 Pairwise Dependency Evaluation For each domain, we sample 200 unordered pairs from the 100 filtered tasks
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.718634Z
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 bb99f806-1085-482a-998d-f83c72a35971 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.687280Z
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 c6987a50-ef13-4ac6-a674-29816a54247f · outbound
This paper cites Positive values indicate that the curated order places semantically related core skills closer together than expected under random ordering.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Positive values indicate that the curated order places semantically related core skills closer together than expected under random ordering
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.657551Z
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 f71da027-8e5d-4c42-9b40-d00a1aeaab2b · outbound
This paper cites Its actions and out- puts are recorded for evaluation.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Its actions and out- puts are recorded for evaluation
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.642576Z
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 cd0d0dcf-f1f7-4719-a6f3-68815a8cddf8 · outbound
This paper cites It is prompted to diagnose fail- ures and determine whether the experience should be consolidated into a reusable skill.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? It is prompted to diagnose fail- ures and determine whether the experience should be consolidated into a reusable skill
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.627971Z
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 80f8b57d-b378-4c24-b911-272d0edc63f3 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.613042Z
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 5fd5b22e-dfde-4a29-836b-cf924f4f500e · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.597668Z
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 1add90cb-8471-4773-a819-ed1625b2ebba · outbound
This paper cites Abstract feedback into methods, architectural patterns, or universal domain rules.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Abstract feedback into methods, architectural patterns, or universal domain rules
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.582335Z
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 169e0ff7-96fa-4c0a-a45e-0a905f9d3922 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.552158Z
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 35f841e3-c149-4498-b9d1-5b4fcbab744f · outbound
This paper cites Skills without the header will not be loaded by the framework.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Skills without the header will not be loaded by the framework
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.537894Z
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 2ee51790-a7ad-4d95-a4de-156894184351 · outbound
This paper cites Abstract feedback into a reusable methodology, architec- tural pattern, or universal domain rule.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Abstract feedback into a reusable methodology, architec- tural pattern, or universal domain rule
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.522775Z
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 2017e534-03ee-46f9-9507-fb94153346b9 · outbound
This paper cites Avoid hardcoding task IDs, temporary vari- able names, or absolute file paths.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Avoid hardcoding task IDs, temporary vari- able names, or absolute file paths
Reference 22
- Resolution
- verified exact
- raw_fallback, observed 2026-08-05T10:42:37.173004Z
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 fe9682b2-908d-47f3-bdf6-e48a43bf4f38 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.506864Z
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 6288be47-05e1-4061-a07a-c7f8db97c97d · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.491222Z
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 544e26ba-21ba-47ae-af0e-4826aafbb2b2 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.472893Z
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 1ded5097-9944-47ec-b66e-61afc0c7e159 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.456366Z
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 ddb27a0a-7e06-40fe-b5c3-1d93620ae37e · outbound
This paper cites This chain illustrates how reusable skills can transfer across subtasks.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? This chain illustrates how reusable skills can transfer across subtasks
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.442057Z
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 6dc38999-1bd4-46cc-be76-a4499f4c042f · outbound
This paper cites - Requested periods and order (for example:`2018 and 2019 respectively`means output`2018 | 2019`).
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? - Requested periods and order (for example:`2018 and 2019 respectively`means output`2018 | 2019`)
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.426638Z
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 72fe04d9-7131-41e0-b630-76d32e10705a · outbound
This paper cites - Table subtotal/total rows.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? - Table subtotal/total rows
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.411480Z
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 2fc8553e-2ebf-4958-866c-c326962c0122 · outbound
This paper cites - If the question wording is broad (`had`,`liquidity`, `available`) and context explicitly states a combined figure, prefer the context-stated combined amount.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? - If the question wording is broad (`had`,`liquidity`, `available`) and context explicitly states a combined figure, prefer the context-stated combined amount
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.392932Z
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 8bb22da0-6a32-4c5a-a856-0d1ba9b11285 · outbound
This paper cites - Composition check: line item vs subtotal vs combined categories.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? - Composition check: line item vs subtotal vs combined categories
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:38.372124Z
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 621a05de-18bb-4706-8565-28e64d5650b1 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.232579Z
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 651ec643-d2a6-4072-b2ac-00cecacdd798 · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:38.097222Z
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 f1ada0ab-6b21-4b48-9833-5595981b3aed · outbound
This paper cites an unresolved cited work.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T10:42:37.902945Z
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 a1af8390-1e6a-49d5-bac9-56d979c83ce1 · outbound
This paper cites key_findings.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? key_findings
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T10:42:37.670187Z
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 dcad189c-03cc-4051-a82d-e708f0bba3a4 · outbound
This paper cites INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent
Reference 2017
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T10:42:35.065327Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f054550f-17bf-4f0d-8047-8ef391546a0c · outbound
This paper cites GAIA: a benchmark for General AI Assistants.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? GAIA: a benchmark for General AI Assistants
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T10:42:35.125088Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bfee80b-2484-47d5-8ef8-1380b3f30eba · outbound
This paper cites Shihan Dou, Ming Zhang, Zhangyue Yin, Chenhao Huang, Yujiong Shen, Junzhe Wang, Jiayi Chen, Yuchen Ni, Junjie Ye, Cheng Zhang, and 1 others.
ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities? Shihan Dou, Ming Zhang, Zhangyue Yin, Chenhao Huang, Yujiong Shen, Junzhe Wang, Jiayi Chen, Yuchen Ni, Junjie Ye, Cheng Zhang, and 1 others
Reference 2026
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T10:42:34.931209Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.