Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T04:22:42.678252Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 15 inbound Pith citation observations for arXiv:2510.21652.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T04:22:42.678252Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T21:25:09.477066Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
63 of 63 outbound references displayed
External citation measurements
1
pith, observed 2026-08-05T02:28:24.338817Z
Observation 009a013c-5b33-421d-954b-5d6fae5e99c6 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite EXP-Bench: Can AI Conduct AI Research Experiments?
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f179ae13-794e-4b09-a41b-1a07b0744809 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3b462d4d-4df2-49b9-8cc4-041c33e82ba4 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ef0d47dd-7d19-420b-9847-146c5627e742 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite At the same time, the environment and tools must be standard and reproducible to facilitate controlled comparison across different agents
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d33642b8-0f58-48cd-bcfd-dc1dcd3cd867 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dbcde467-0e5b-4329-a9c1-e561fb2a97ce · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite O” denotes Openness, with values✓ (Open-source, open-weight), ∼ (Open-source, closed-weight), A (Closed source & API available), and × (Closed & UI only). “T
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 77303eec-938b-472a-8244-dd4d6f58b5ba · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6731194a-d929-48b0-aca3-6b38805d2d6c · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 73730a28-31c9-4dbf-8e40-2e7747f7dad2 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Doe et al 2023 show that
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8950f273-dbe0-448d-8b25-79e218d51e7f · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cef41210-ca65-4b5d-8083-3fc9c99b0097 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite For example, it would include specific names with some details of well-known medical datasets for ML like those mentioned in the examples
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d47468c3-a7a0-4c99-a2c2-c2c0ad48cbc4 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0616e486-5870-4cba-8ac0-e866d7ccac0f · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite elicitation sessions\
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 89fb1ca0-ab0d-4e65-a3d8-470950b642e7 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Attention Is All You Need
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 90bbd1e2-3637-4638-b295-c0bffacafbcc · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6fc2dade-bd36-4e15-9f0c-f0e240958109 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite SHOULD” or “MIGHT
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2f14de5d-5b76-4f54-ab9e-416549d78f1c · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8a59026c-8446-4854-8b2f-39e1d1f768c0 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Remove examples that you judge are not directly relevant to the key requirement.,→
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 292e16fe-9557-4385-95c3-bf591af4340a · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite discuss physical commonsense datasets like PIQA
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1d25748d-50a4-48f6-86a2-307aa8c19aeb · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cac50712-fdd2-421f-8256-b7c6edc08c82 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f3821c9b-9377-458c-8ba3-0d882719a413 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3062b5ea-ad34-4d52-84aa-360249cd5df8 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d45f9991-5359-4f41-81fd-3cfd383df0fd · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cd78edcd-4d87-405f-8803-d7a7bd262ec9 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a9966635-e7d6-4c5e-8bb0-cf829af90f6a · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b1e808b8-d552-4451-8602-34017c8aa181 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite /results
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d39627ae-9d31-4a3d-a165-a71cf8c021c2 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 31d807f0-1310-404c-9f63-1ef38865c822 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite results": {
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 03f6763f-d4c9-4c23-8179-0007b022d5f0 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0c1202ef-f219-4442-a621-437e7122f12a · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b6325434-ca77-4ff5-b555-4db9a8633b9c · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 102bbc09-3eb6-4563-861f-30d75da67ade · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite The dataset should be split into training (60%), validation (20%), and test (20%) sets
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 719082b0-faf3-4b74-bb1c-d731c5de47d5 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e0e317da-9178-4e2f-88b4-7c339f6cc23b · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f8ae97cd-1d9d-427b-b87b-8b3248ffc95a · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a065d818-4be4-4014-934b-f8e724fa52a5 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3b8bc357-6ed6-43c1-b7c9-851c0cde7ec2 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 37800129-2b71-46b0-a928-210e337b821b · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 888537b6-8389-423c-a390-c3ac3f9b5138 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 15b37d5c-c820-4d48-b057-219fab5e5ba9 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3c0f41c1-5ab8-441a-b12e-9f63710ed361 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 18515d15-e7db-43d9-907a-8c2c1bb3d7c4 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 627fd735-dd0b-421d-8f99-b7829a479f2b · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2ba934ee-cb32-44a8-ae63-636a466ef2b0 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite IDL based on question characteristics,→ ## Evaluation Evaluate all four conditions using
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ccd3ee47-77b0-4740-ad45-943b17b78304 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd171c5d-eb89-4ab8-b674-5d4b3ae1bf84 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7e7bdd98-4961-4e61-a6f8-706bfc61afd8 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation dc10d6de-f328-4ce9-a521-07ec8426ce9f · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3b41e136-3992-4036-9354-5fdff2a52954 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 523192df-1f7a-465e-89f5-fe3eeb28fe36 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 793bd401-28ef-4b13-9197-fec72843d2b1 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5f15ad0c-70b9-49b1-a2e3-6038a0b62cec · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f247f382-d259-4c65-a86a-f67910ccc388 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 64afc6d2-9934-4625-90f0-f3a057762d67 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5e4f7579-47ab-47a8-9302-1422ceca40e8 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 49c69f8d-abd0-47dc-8087-bdaeebc19e76 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3d96c2ef-48ba-4447-bd4a-e869189fb67c · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7a153785-6ff3-4047-b1bd-c5882dd75e2e · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Do not proceed to FULL_EXPERIMENT without human verification
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 91fa1583-870d-4af0-a1de-ceb570a21ac9 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite The report should include, among other things, the following parts: Title, Abstract, Introduction, Approach, Experiments, Results, Conclusion, References
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e87c8aec-fa65-4fae-95aa-716ee3ba92fb · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4b1b54d7-9e18-441b-b82f-d35c5f48d6e6 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite The trace should give a step-by-step description of the actions the agent (you) took, e.g., searching the literature, writing and executing code, analyzing results
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 437f2c71-6e46-465f-b670-fc13779c8001 · outbound
AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite results": {
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d5c0ccbd-8396-45a7-8c34-8cd9a34c1c04 · inbound
PreScience: A Dataset and Benchmark for Scientific Forecasting AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7eb9c78-9241-445f-be4d-81de32f67aa4 · inbound
AI scientists produce results without reasoning scientifically AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3931dd99-fc0e-44e7-8bfb-f87edf1f00a8 · inbound
AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 751183ca-425c-4d24-9b80-96a4b48bc67a · inbound
AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6e225598-4033-49a3-abdf-a7b61cae103e · inbound
AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e7e074c1-2e13-44a5-8339-3e1ca933f3de · inbound
MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 11768a4e-2ae1-4eb7-b31e-72e1e0c2486f · inbound
MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8cfb608a-f57c-4960-b6bd-d9b1a12b4dca · inbound
MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 075f0ff9-b21d-4c36-83af-e30a3618fd36 · inbound
MaD Physics: Evaluating information seeking under constraints in physical environments AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4697949c-fbb7-48a7-b1d2-da6786ec6552 · inbound
Herculean: An Agentic Benchmark for Financial Intelligence AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 13
Source-reported events for the cited work
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Observation af7d43de-8690-4abe-9f60-e285dab7a0ab · inbound
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 22
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Benchmarking AI Agents for Addressing Scientific Challenges Across Scales AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 17
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Observation 322c6cf9-a886-4744-9d94-bcc59f2dcb3c · inbound
How Do Tool-Augmented LLM Agents Perform on Real-World Energy Analytics Tasks? AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 20
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Observation ade5ab9e-ec58-4f31-92c9-b4da01308258 · inbound
Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 25
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Evaluating Agentic Bioinformatics through Function, Evidence, and Validation AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
Reference 9
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