Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:30:57.786139Z
Paper Citation Record · LEDGER
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
As of 22 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 43 inbound Pith citation observations for arXiv:2506.13651.
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 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:07:59.084803Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
22 of 22 outbound references displayed
- verified exact0
- verified fuzzy8
- unresolved14
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 20fe4bb3-940f-4cad-b8e2-a6e42bf28d7e · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:58.279115Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 78ab1578-d7cb-4a8e-8dae-4591c37813db · outbound
This paper cites If the number of returned results exceeds the actual demand, we will truncate to the specified number of objects at the beginning for evaluation.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations If the number of returned results exceeds the actual demand, we will truncate to the specified number of objects at the beginning for evaluation
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:30:58.264267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation beecda6a-8505-4da2-8535-8632c2eef52f · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:58.248174Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation cec46787-00ea-400e-9346-c8edf04d55ac · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:58.232940Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation dd1f33ef-da51-4a22-8733-176e4b3aeee4 · outbound
This paper cites Prompt for Info-to-People: You are a talent information search specialist.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Prompt for Info-to-People: You are a talent information search specialist
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:30:58.181092Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1d47773c-0e25-49b4-bd32-01d61edf4b86 · outbound
This paper cites Table 11: Prompt for recruitment agents’ response collection.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Table 11: Prompt for recruitment agents’ response collection
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:30:58.156841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e07a5969-328c-4075-89cd-099193d9f93c · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:58.126464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e368b46d-e633-4f84-800c-7b1f15b8fb3c · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:58.104340Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e66b1dee-b78a-4abb-aa78-dcc83ca9991e · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:58.079332Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3d9e13c3-3a08-4c65-90fe-15483fb812bc · outbound
This paper cites If covered, mark as True; otherwise, mark as False.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations If covered, mark as True; otherwise, mark as False
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:30:58.056537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 57cd5ead-56fa-428c-bbde-31a6636346b3 · outbound
This paper cites Score: X.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Score: X
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:30:58.032331Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9ced2e65-dd11-4f9e-8992-18fa9570a203 · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:58.004484Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a0370b63-9c94-4521-ab13-cd6f99a31c9b · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:57.973596Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f116045f-5933-4427-a048-de0fbec7ea5c · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:57.959070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 77fb7ad3-2413-4b4f-9ffc-9eafd5126f02 · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:57.945438Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation b04c44c6-8b86-41fa-8494-3067775408fd · outbound
This paper cites Necessary Conditions.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Necessary Conditions
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:30:57.930002Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 68ef3ee9-95c8-4ae3-a33a-bb06adad9fdc · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:57.915277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 98b21716-4d8d-453e-8bd4-c25c5c569a87 · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:57.899607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a7c32a94-330b-4d1d-bf56-9761f190ce53 · outbound
This paper cites Answer 2:.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Answer 2:
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:30:57.884840Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation afc3ede5-cd1c-442d-a3db-618fff0c8893 · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:57.869303Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 57a906b3-55b9-470b-876f-f0767d71dfec · outbound
This paper cites an unresolved cited work.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:30:57.855140Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 00d0275c-83b6-45ac-b756-0f44b6ee044f · outbound
This paper cites Answer 3: Technical Expertise: Java/Golang development, distributed systems, microservices architecture.
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations Answer 3: Technical Expertise: Java/Golang development, distributed systems, microservices architecture
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:30:57.839827Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Pith citing papers
Observation 53bb6b69-1acf-4f68-8e73-7402d5ac84c4 · inbound
SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law cites this paper.
SafeWork-R1: Coevolving Safety and Intelligence under the AI-45$^{\circ}$ Law xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T14:37:18.997782Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c166ea2c-367b-4084-b9a1-d12d4d73e3ce · inbound
A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence cites this paper.
A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 96
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-14T22:23:15.764054Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 505f5e59-ca11-4c3d-be44-4e771bcccba8 · inbound
AWorld: Orchestrating the Training Recipe for Agentic AI cites this paper.
AWorld: Orchestrating the Training Recipe for Agentic AI xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:10:17.771453Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04703e8a-6d7a-439f-bb91-86c287316e75 · inbound
Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs cites this paper.
Student-Centered Distillation Narrows the Agentic Gap Between Small and Large LLMs xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:57:52.324482Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4346518e-5d9e-4d0a-bd68-56eb4a2478e8 · inbound
MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling cites this paper.
MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 51
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T21:45:17.889821Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8d64e2b4-bdb0-42d8-bfb6-0611144d6125 · inbound
Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification cites this paper.
Inference-Time Scaling of Verification: Self-Evolving Deep Research Agents via Test-Time Rubric-Guided Verification xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T12:30:53.853442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7fdfead9-a598-40aa-a341-e459f4b98c85 · inbound
ToolSelf: Unifying Task Execution and Self-Reconfiguration via Tool-Driven Emergent Adaptation cites this paper.
ToolSelf: Unifying Task Execution and Self-Reconfiguration via Tool-Driven Emergent Adaptation xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T03:30:06.678221Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33b289fe-fead-42cb-b881-fd152e992c21 · inbound
EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies cites this paper.
EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T05:57:24.658157Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9a5094d6-aeb0-4dfb-99ba-300af051f6cf · inbound
Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration cites this paper.
Towards Trustworthy Report Generation: A Deep Research Agent with Progressive Confidence Estimation and Calibration xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T22:35:52.050263Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 00503c31-3742-48f2-8f81-be777ec40772 · inbound
EigentSearch-Q+: Enhancing Deep Research Agents with Structured Reasoning Tools cites this paper.
EigentSearch-Q+: Enhancing Deep Research Agents with Structured Reasoning Tools xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T00:15:55.581841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation eaaccacc-27fb-4488-b716-c5d265e77e37 · inbound
AlphaEval: Evaluating Agents in Production cites this paper.
AlphaEval: Evaluating Agents in Production xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T08:45:58.832941Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fcd9afba-7889-40e9-a7d4-a8e0dfd000dd · inbound
Mind DeepResearch Technical Report cites this paper.
Mind DeepResearch Technical Report xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T11:50:20.591874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ccb4b558-cd21-462e-a007-970bbaaa9574 · inbound
LLMs Corrupt Your Documents When You Delegate cites this paper.
LLMs Corrupt Your Documents When You Delegate xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T09:48:47.636080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation aab1ba8c-b457-455f-826d-ceda510a5fc5 · inbound
LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent cites this paper.
LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-07-05T15:11:10.841962Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6c063513-ad5f-4d69-b799-e6b1c9b8009f · inbound
LongSeeker: Elastic Context Orchestration for Long-Horizon Search Agents cites this paper.
LongSeeker: Elastic Context Orchestration for Long-Horizon Search Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T17:16:07.362761Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 93033214-4eca-4b21-9529-758d19792792 · inbound
Profiling for Pennies: Unveiling the Privacy Iceberg of LLM Agents cites this paper.
Profiling for Pennies: Unveiling the Privacy Iceberg of LLM Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T20:26:09.278999Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a2d792c1-5c8e-444f-8ae2-27ecb873b73a · inbound
Learning Agentic Policy from Action Guidance cites this paper.
Learning Agentic Policy from Action Guidance xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T05:07:17.799791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9f20683a-daf5-4402-bc98-ced7f3611a02 · inbound
Argus: Evidence Assembly for Scalable Deep Research Agents cites this paper.
Argus: Evidence Assembly for Scalable Deep Research Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T18:43:38.759814Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 8152d77d-739b-49a0-a8fb-3eb4faefb282 · inbound
Argus: Evidence Assembly for Scalable Deep Research Agents cites this paper.
Argus: Evidence Assembly for Scalable Deep Research Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T07:44:02.954738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 3b2f17af-0352-4140-b7be-a964be06deac · inbound
EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective cites this paper.
EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T11:38:14.598312Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7b817a55-7a00-43c4-987f-c72140818004 · inbound
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling cites this paper.
Beyond Trajectory Rewards: Step-level Credit Assignment for Agentic Search via Graph Modeling xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T08:03:14.308144Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation d3c75a0c-03c4-4b9e-91d6-4999d067b63c · inbound
Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking cites this paper.
Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 16
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-02T16:47:10.215675Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7cbadbe2-6ff7-40a2-8b89-056eb7fdfcf4 · inbound
PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment cites this paper.
PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 36
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T00:17:28.943636Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 154f2951-df48-4eeb-9675-884235253d8d · inbound
PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment cites this paper.
PBSD: Privileged Bayesian Self-Distillation for Long-Horizon Credit Assignment xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T14:37:28.660097Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74a88603-cf3d-4d7c-bff8-4f8cae43a650 · inbound
TreeSeeker: Tree-Structured Trial, Error, and Return in Deep Search cites this paper.
TreeSeeker: Tree-Structured Trial, Error, and Return in Deep Search xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T10:17:57.270124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 941868b7-1718-4dd4-a089-52682074ddc7 · inbound
Toward Generalist Autonomous Research via Hypothesis-Tree Refinement cites this paper.
Toward Generalist Autonomous Research via Hypothesis-Tree Refinement xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-06-27T09:40:47.147042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 6501f30d-2ae9-45ba-92e0-98146430a437 · inbound
FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents cites this paper.
FORT-Searcher: Synthesizing Shortcut-Resistant Search Tasks for Training Deep Search Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 29
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T10:27:56.408569Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0460611e-c166-4848-90ad-a894e60f0db0 · inbound
APPO: Agentic Procedural Policy Optimization cites this paper.
APPO: Agentic Procedural Policy Optimization xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T09:37:49.378238Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 22f53b82-adfa-45e5-a853-a12a2c1ccbce · inbound
APPO: Agentic Procedural Policy Optimization cites this paper.
APPO: Agentic Procedural Policy Optimization xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T02:12:25.746366Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec24d86c-2fba-4017-9059-2d1d5c438c71 · inbound
GraphPO: Graph-based Policy Optimization for Reasoning Models cites this paper.
GraphPO: Graph-based Policy Optimization for Reasoning Models xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T00:59:21.105637Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9e50a6c1-ebe0-49cf-be7d-fd2d073cc9ae · inbound
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent cites this paper.
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 35
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T05:54:18.456811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 726f908e-7eb1-438c-ba6d-1adee87a23ed · inbound
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent cites this paper.
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T16:59:08.335286Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d567e20-950f-4e1f-9cae-daaba2f3dbb4 · inbound
ACE: Pluggable Adaptive Context Elasticizer across Agents cites this paper.
ACE: Pluggable Adaptive Context Elasticizer across Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 24
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T10:25:41.960125Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9d4a6fbc-355f-404c-b98d-ae353b2e39ed · inbound
Mach-Mind-4-Flash Technical Report cites this paper.
Mach-Mind-4-Flash Technical Report xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 85
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T03:29:34.486347Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f21c86e2-fb41-4351-90c9-0a41ce7883ce · inbound
TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents cites this paper.
TRACE: Turn-level Reward Assignment via Credit Estimation for Long-Horizon Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T03:10:51.504547Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a33cfbd1-a450-43ab-8947-935ec7112af6 · inbound
Delegation Intelligence in Deep Search: A Controllable Framework for Disentangled Capability Diagnosis cites this paper.
Delegation Intelligence in Deep Search: A Controllable Framework for Disentangled Capability Diagnosis xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-07-30T20:14:27.048298Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9dd0a5b-95db-457e-a828-5b1ddcc9d7e0 · inbound
Contrastive Reinforced Policy Optimization via Privileged Self-Distillation cites this paper.
Contrastive Reinforced Policy Optimization via Privileged Self-Distillation xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 93
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T20:06:17.957159Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5f79328-7fec-4f73-9d1b-dc2468616351 · inbound
SearchMaster: Grounded and Regulated Self-Play for Search Agents cites this paper.
SearchMaster: Grounded and Regulated Self-Play for Search Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T15:07:59.084803Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82c6dede-6ad4-455b-84ef-05faa704ffef · inbound
Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents cites this paper.
Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 185
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T15:12:56.008730Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58537edf-35b3-4544-b9a4-36ce491ad94d · inbound
ABSeeker: Training Long-Horizon Search Agents via Answer-Backtracked Credit Assignment cites this paper.
ABSeeker: Training Long-Horizon Search Agents via Answer-Backtracked Credit Assignment xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:19:19.613381Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6322fb5-94fc-48aa-bee9-b7bccea89956 · inbound
SearchAuditor: Auditing and Attributing Failures in Long-Horizon Search Agents cites this paper.
SearchAuditor: Auditing and Attributing Failures in Long-Horizon Search Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 2026
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T18:11:20.114014Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa0f481d-765b-4647-a77f-8447d5646e71 · inbound
CommitKV: Lifecycle-Aware KV Cache Compression via Commit Transitions for Multi-Turn Agents cites this paper.
CommitKV: Lifecycle-Aware KV Cache Compression via Commit Transitions for Multi-Turn Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 169
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T00:50:51.306409Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b757e78-9a20-4e20-ad20-ae945ecb3c1f · inbound
Tree-of-Experience: Hierarchical Experience Management for Self-Evolving Agents cites this paper.
Tree-of-Experience: Hierarchical Experience Management for Self-Evolving Agents xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:22:32.322184Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.