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Paper Citation Record · LEDGER

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite

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.

pith.paper-citation-record.v1
2510.21652 v2

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-18T04:22:42.678252Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T21:25:09.477066Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

63 of 63 outbound references displayed

  • verified exact2
  • verified fuzzy14
  • unresolved43
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch2

External citation measurements

1
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 009a013c-5b33-421d-954b-5d6fae5e99c6 · outbound

This paper cites EXP-Bench: Can AI Conduct AI Research Experiments?.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite EXP-Bench: Can AI Conduct AI Research Experiments?

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T04:25:52.289457Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:4687207a6efaf85e912488d7c0f0c76c8f6aa5828976a90e271be3d9c1212907

Observation f179ae13-794e-4b09-a41b-1a07b0744809 · outbound

This paper cites HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite HypER: Literature-grounded Hypothesis Generation and Distillation with Provenance

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-18T04:25:52.295619Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:d8bc87c064c07182867dfd142e06cfea254ff228b813e84a5cbed1a2bf440ed2

Observation 3b462d4d-4df2-49b9-8cc4-041c33e82ba4 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.054463Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:2183c06fb30fccd75f264b694b2a01bfa1bd73c20ac3527fccfc554178363454

Observation ef0d47dd-7d19-420b-9847-146c5627e742 · outbound

This paper cites At the same time, the environment and tools must be standard and reproducible to facilitate controlled comparison across different agents.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:53.031290Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:aa005d43ceb7755c3c6dd8f9ccc35f8127418b18364727b95b2f3231fe94c37e

Observation d33642b8-0f58-48cd-bcfd-dc1dcd3cd867 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.994448Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:024698d063d0d2a279e9a3f9ca3514060a9dfa756c786b06937a3870cc3731e4

Observation dbcde467-0e5b-4329-a9c1-e561fb2a97ce · outbound

This paper cites O” denotes Openness, with values✓ (Open-source, open-weight), ∼ (Open-source, closed-weight), A (Closed source & API available), and × (Closed & UI only). “T.

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

Resolution
malformed identifier
raw_fallback, observed 2026-05-18T04:25:52.892972Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:06addbb1e05d11b6ff0e090629ae108200ce1aea69f6df3a5e8f07ade945a220

Observation 77303eec-938b-472a-8244-dd4d6f58b5ba · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.041687Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:4b01391f8453e706c9cd022397e0e10fed6869fb2de71ac7c2abaacfd0adc7f2

Observation 6731194a-d929-48b0-aca3-6b38805d2d6c · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.027586Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:5dbdb049047504e013fa94cd81c08771b435016c4ca6f94f801048ac9cf853f2

Observation 73730a28-31c9-4dbf-8e40-2e7747f7dad2 · outbound

This paper cites Doe et al 2023 show that.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Doe et al 2023 show that

Reference 9

Resolution
verified exact
doi, observed 2026-05-18T04:25:51.774704Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:cd160f0b0c62ad1285ac609f4249f79c8ed56b677a57ff15823478b5cd66ecc2

Observation 8950f273-dbe0-448d-8b25-79e218d51e7f · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.925349Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:36bd0371ebd1fbabaaf51ac6e6492848b6a4ec9f92135ed8ae7dbe91cc49bcca

Observation cef41210-ca65-4b5d-8083-3fc9c99b0097 · outbound

This paper cites For example, it would include specific names with some details of well-known medical datasets for ML like those mentioned in the examples.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.844912Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:f709ff5cab44c168199f8d4b1978006285ac97e75e93de923602d9a75164dc5f

Observation d47468c3-a7a0-4c99-a2c2-c2c0ad48cbc4 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.019979Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:5dfcc2a9df2a09ae5c59598e978e5c4a8c7cc768dbf8c4cb8d70621b5fa76181

Observation 0616e486-5870-4cba-8ac0-e866d7ccac0f · outbound

This paper cites elicitation sessions\.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite elicitation sessions\

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.937341Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:78d91979fb05c64ce932886e02992f8d24d540790884e184957826c3252b96e9

Observation 89fb1ca0-ab0d-4e65-a3d8-470950b642e7 · outbound

This paper cites Attention Is All You Need.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Attention Is All You Need

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-05-18T04:25:52.282771Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:62ff0ae74f1ccd2f3944474b59bf829593d6ce57df7388c4a2c68696f1df4286

Observation 90bbd1e2-3637-4638-b295-c0bffacafbcc · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.933207Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:60f08e9f2f97e061d551b795e857a0d8166ec526513ac60006c063133afea031

Observation 6fc2dade-bd36-4e15-9f0c-f0e240958109 · outbound

This paper cites SHOULD” or “MIGHT.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite SHOULD” or “MIGHT

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:53.057685Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:a52623cdf45c0044b794e9c5c549e36561b6d6446c454a39cf3177a6e19e73b9

Observation 2f14de5d-5b76-4f54-ab9e-416549d78f1c · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.941175Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:16b3698df3cc59e97a6f24e0973d84b4cca8f8f23085635aadd60e2c65324a53

Observation 8a59026c-8446-4854-8b2f-39e1d1f768c0 · outbound

This paper cites Remove examples that you judge are not directly relevant to the key requirement.,→.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.945436Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:5b3ad984dc15ad5344e30ed626da7d798f1442d84e1ffe9d6a6d60dc71add30f

Observation 292e16fe-9557-4385-95c3-bf591af4340a · outbound

This paper cites discuss physical commonsense datasets like PIQA.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite discuss physical commonsense datasets like PIQA

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.964460Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:3e3f5b3ef036e65494d5ec3d2dd1079615e658f8280f7814a1c4428a1360c7d5

Observation 1d25748d-50a4-48f6-86a2-307aa8c19aeb · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.983093Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:e9ea27bdb8cfcf1bdec8131b66a82dcbbbbf9def74de6c5da0b9d2477ae243f8

Observation cac50712-fdd2-421f-8256-b7c6edc08c82 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.010461Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:60102648562aaf583d0b8e14b95232141a8439e09866d87f812cee4b0f3ac451

Observation f3821c9b-9377-458c-8ba3-0d882719a413 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.979691Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:68785cc28ea7becf18a6ef6a13c8454b44f3b5efd7be59fb6945b2fabb1f8721

Observation 3062b5ea-ad34-4d52-84aa-360249cd5df8 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.000951Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:8510a68c8926ded734fd304f143e6e2a49ac9dd7b6df0868d09ab7a779db2894

Observation d45f9991-5359-4f41-81fd-3cfd383df0fd · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.986627Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:edc5d9e756e659a40ec1363a1f911bbecaef5f64ad27990db207c48491a96367

Observation cd78edcd-4d87-405f-8803-d7a7bd262ec9 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.852787Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:23009e8a7dbb3c6cd3e276af768d814bcc48ed3529e7b07f343853d7483cdeeb

Observation a9966635-e7d6-4c5e-8bb0-cf829af90f6a · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.848619Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:c82794589bcd212d3025a08f1e56240a564f550857446778b1574ed7efab7063

Observation b1e808b8-d552-4451-8602-34017c8aa181 · outbound

This paper cites /results.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite /results

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.859867Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:62d0eb8383dbf51122607b46d16e0d7f5924468fd015103c1617983f415d1e44

Observation d39627ae-9d31-4a3d-a165-a71cf8c021c2 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 28

Resolution
malformed identifier
raw_fallback, observed 2026-05-18T04:25:52.877960Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:320d321dcd7a29d992b5c6d153ac41e9d469c4f82b3df49079f856774e2e149c

Observation 31d807f0-1310-404c-9f63-1ef38865c822 · outbound

This paper cites results": {.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite results": {

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.997862Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:a77b5aac7bfd5c9af4847d734875161ac47d61d49fcb0bcccfe56ea694b5c5ab

Observation 03f6763f-d4c9-4c23-8179-0007b022d5f0 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.007139Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:a456b0803ee2619194ea063f0011a716f7ed289e6ac8c5c324f83f7dcf870fed

Observation 0c1202ef-f219-4442-a621-437e7122f12a · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.013570Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:5119e4f751c24cc3c20ba4c81330466e2b92efa983c396eede758a6dc70565a0

Observation b6325434-ca77-4ff5-b555-4db9a8633b9c · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.863762Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:a86f5b62014dfd1608e9e36273cab46512fa6f70a3d717296b96ee2bfd27b927

Observation 102bbc09-3eb6-4563-861f-30d75da67ade · outbound

This paper cites The dataset should be split into training (60%), validation (20%), and test (20%) sets.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.888510Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:45cb49ea8b815ea6cbbc6dfe7e2905880c99f8c510ccc78458239e1d68189965

Observation 719082b0-faf3-4b74-bb1c-d731c5de47d5 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.960611Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:0e820b2106e3dcf01c781b5942d2bab828ea57275f568ead4d696024a6288b45

Observation e0e317da-9178-4e2f-88b4-7c339f6cc23b · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.884763Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:05492da92fc38a3db0508bbc57c14b9d57b585a33ad0079c09333303ec49bd94

Observation f8ae97cd-1d9d-427b-b87b-8b3248ffc95a · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.956603Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:9a1b7eb2f5e8fd4aab16148c3d7f6822c3ce5537fca984c5c5d3f6c2fb236c32

Observation a065d818-4be4-4014-934b-f8e724fa52a5 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.016873Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:c745f327d0bc41bce4088727f098daaa25756adfaf61e6cdcf2979480e92a5f2

Observation 3b8bc357-6ed6-43c1-b7c9-851c0cde7ec2 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.048143Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:6f0bfd0fd01a2a6a44bbe92f06c37948c0b9b26b59e015707dc16eb3e9dd8816

Observation 37800129-2b71-46b0-a928-210e337b821b · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.910450Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:29193071fc803ec1912089bc7d0e99cef59d04cc57dea9c773680d8464680de3

Observation 888537b6-8389-423c-a390-c3ac3f9b5138 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.051402Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:5a3b7d64e6f16b93365d2a3df2f968a877decc14018ea7d29e9d2466bcfec2ad

Observation 15b37d5c-c820-4d48-b057-219fab5e5ba9 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.896490Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:18e85796176f483f2a883ca21967d8e695e64f9afd5488aca967aea94751e1a0

Observation 3c0f41c1-5ab8-441a-b12e-9f63710ed361 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.899752Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:a706041e64eb066e3eb4615a4e0b58d15696cb4095ac48427bed3e689624e3dc

Observation 18515d15-e7db-43d9-907a-8c2c1bb3d7c4 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.903115Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:ab75445863d77747c659323de81ea7ced08e08a4d6de9d258bf2083a47b5c437

Observation 627fd735-dd0b-421d-8f99-b7829a479f2b · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.968076Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:946f3cb1d370ed059fc6653b5320f6b1e1cb46187136456a370702fedf2d54a2

Observation 2ba934ee-cb32-44a8-ae63-636a466ef2b0 · outbound

This paper cites IDL based on question characteristics,→ ## Evaluation Evaluate all four conditions using.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite IDL based on question characteristics,→ ## Evaluation Evaluate all four conditions using

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.976505Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:ca59083ceb893f0deb052d8faa4062d68e071b8e7abcf2fb0eacbc228e26d24b

Observation ccd3ee47-77b0-4740-ad45-943b17b78304 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.917744Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:1fbfca1f1bfd7f5fa1016f365edfff07edd283cc62256335a0981eb31c041a60

Observation bd171c5d-eb89-4ab8-b674-5d4b3ae1bf84 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.949011Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:0aa24d1125e3d3a47bcd7ef7cf1e83490d364ae1b96c6d7513be4ae4e12efac1

Observation 7e7bdd98-4961-4e61-a6f8-706bfc61afd8 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.952703Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:fedb78cb8c9612db7a48861ac5d2c4991d5a1e6115431b03431428508fb88e20

Observation dc10d6de-f328-4ce9-a521-07ec8426ce9f · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.972410Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:fd1f63dca49f481708756854c7fe5cf60863d12ed8bdd7d1a6fe5a1cd9f6697f

Observation 3b41e136-3992-4036-9354-5fdff2a52954 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.990156Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:24d9b11d256f0d446cfa6158354e546565cf4b09fabf305435815a61768c811a

Observation 523192df-1f7a-465e-89f5-fe3eeb28fe36 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.044769Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:93652a584ee48bb76eabc3b6e711cd9e79bedbdcdbaaa974cc3488dab746f79b

Observation 793bd401-28ef-4b13-9197-fec72843d2b1 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.906694Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:3d21ad89de407515ab56ca7f2a6fff1ec500fae64b05a67651bf3d603d5756e0

Observation 5f15ad0c-70b9-49b1-a2e3-6038a0b62cec · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.867167Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:dfa650f5830d6f48f4da2e8f0cbeb482fadcf0f491181bccf132ab9e46717cba

Observation f247f382-d259-4c65-a86a-f67910ccc388 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.874552Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:de6404dcb32f6154b54dbb8ae529d2f96b6e88d8b4d7f7e87b5df31d6344eacc

Observation 64afc6d2-9934-4625-90f0-f3a057762d67 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.871166Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:8eeea4bf266235cbf56a970d381c90b276f32f75f600e6b0003bb1fc119f02fa

Observation 5e4f7579-47ab-47a8-9302-1422ceca40e8 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.929449Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:a04389172be9238a19ef7d48cf8ea48f85b2c884c5b343d9dcc84fb74a83836c

Observation 49c69f8d-abd0-47dc-8087-bdaeebc19e76 · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.881470Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:a16bdba3d91e86788fd2300187d85fbb23bf130df90493e4cbf6c46d58d47116

Observation 3d96c2ef-48ba-4447-bd4a-e869189fb67c · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:53.003807Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:2bc75375afbc3723444f49b2c4422fdf5bfec0ef27463128f60bd2c02f1fc154

Observation 7a153785-6ff3-4047-b1bd-c5882dd75e2e · outbound

This paper cites Do not proceed to FULL_EXPERIMENT without human verification.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Do not proceed to FULL_EXPERIMENT without human verification

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:53.024028Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:f7f95318b9c3f3170d1c27381dc2e10076368d360e4e23e86b7655edfc395cb5

Observation 91fa1583-870d-4af0-a1de-ceb570a21ac9 · outbound

This paper cites The report should include, among other things, the following parts: Title, Abstract, Introduction, Approach, Experiments, Results, Conclusion, References.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:52.914433Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:f1c127f035fb62e0e93a0f99562e61ac77650d2f5d097d62f3f6f42e77ce05d5

Observation e87c8aec-fa65-4fae-95aa-716ee3ba92fb · outbound

This paper cites an unresolved cited work.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-05-18T04:25:52.921417Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:9bc86eb8a8e94a53300cf99fc80cdb404325f57cb5c576ba8e6fc772d9178321

Observation 4b1b54d7-9e18-441b-b82f-d35c5f48d6e6 · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:53.035040Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:196583bdf3c11c7846ac823b3261877552556038a7a0b9304637ab297593d0e2

Observation 437f2c71-6e46-465f-b670-fc13779c8001 · outbound

This paper cites results": {.

AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite results": {

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T04:25:53.038488Z

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.

source=pdf_text observed=2026-05-18T04:22:42.678252Z digest=sha256:f77d66be4ce44e3ddf0f38ff2e00eab6fc0b1178e3180291112ca4580ba1fdf5

Pith citing papers

Observation d5c0ccbd-8396-45a7-8c34-8cd9a34c1c04 · inbound

PreScience: A Dataset and Benchmark for Scientific Forecasting cites this paper.

PreScience: A Dataset and Benchmark for Scientific Forecasting AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-02T21:25:09.477066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T21:25:09.477066Z digest=sha256:1a6c656bc732b1457ab037165331d295c2765da3b1e19777507fe17654c0540f

Observation a7eb9c78-9241-445f-be4d-81de32f67aa4 · inbound

AI scientists produce results without reasoning scientifically cites this paper.

AI scientists produce results without reasoning scientifically AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-05-11T12:16:06.945351Z

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.

source=pdf_text observed=2026-05-10T03:56:34.581133Z digest=sha256:99adea5b1a3c30e3ee14701adbad84319b1fe00b41f37ffff67fda23dd938746

Observation 3931dd99-fc0e-44e7-8bfb-f87edf1f00a8 · inbound

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-05-08T23:34:25.594065Z

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.

source=pdf_text observed=2026-05-08T05:49:04.698675Z digest=sha256:228176974d7c0c662a9da1fa9927ad336e8d34da845fb018c9f3c36bd9f8591c

Observation 751183ca-425c-4d24-9b80-96a4b48bc67a · inbound

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-05-11T02:10:53.291670Z

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.

source=pdf_text observed=2026-05-11T02:05:57.854868Z digest=sha256:7ed29158703d5f9078d0ac746f806a878789ac7c33c68dc5e34deac3ba3544a7

Observation 6e225598-4033-49a3-abdf-a7b61cae103e · inbound

AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-05-14T22:03:01.680124Z

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.

source=arxiv_source observed=2026-05-14T22:02:47.160731Z digest=sha256:fbf79bb8076a5e7393a34c250d1aebefa0a52ac32d2c77aef14c62cf806d5cb1

Observation e7e074c1-2e13-44a5-8339-3e1ca933f3de · inbound

MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.340194Z

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.

source=pdf_text observed=2026-05-12T01:13:35.990078Z digest=sha256:731831de1d0cfece4bd525d33e8fab1e5f55155ad86af1375458e51197ca1c28

Observation 11768a4e-2ae1-4eb7-b31e-72e1e0c2486f · inbound

MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-07-01T13:25:45.941705Z

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.

source=pdf_text observed=2026-06-30T23:12:57.154537Z digest=sha256:a1ada135b35a7d1315a3d8b7ff5cf31cb7927dfc3c7f8168a2390bef4a33fc65

Observation 8cfb608a-f57c-4960-b6bd-d9b1a12b4dca · inbound

MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-07-12T17:14:49.310598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T17:14:49.310598Z digest=sha256:2fb729e3825808c0428cc046cc9e06f53dc22730a6673ae86708a3d8ec3d5005

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MaD Physics: Evaluating information seeking under constraints in physical environments cites this paper.

MaD Physics: Evaluating information seeking under constraints in physical environments AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite

Reference 1

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local_arxiv, observed 2026-05-12T06:51:29.429812Z

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Herculean: An Agentic Benchmark for Financial Intelligence cites this paper.

Herculean: An Agentic Benchmark for Financial Intelligence AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite

Reference 13

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verified exact
local_arxiv, observed 2026-06-30T21:15:04.700274Z

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AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation cites this paper.

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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local_arxiv, observed 2026-06-29T12:43:25.737888Z

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Benchmarking AI Agents for Addressing Scientific Challenges Across Scales cites this paper.

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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local_arxiv, observed 2026-07-03T11:28:04.310517Z

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How Do Tool-Augmented LLM Agents Perform on Real-World Energy Analytics Tasks? cites this paper.

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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local_arxiv, observed 2026-07-04T15:29:56.690048Z

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Observation ade5ab9e-ec58-4f31-92c9-b4da01308258 · inbound

Messier: A High-Resolution Corpus for Cross-Benchmark Agent Evaluation cites this paper.

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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Observation ff84bb64-1668-4bd9-bb36-e454e9ef485c · inbound

Evaluating Agentic Bioinformatics through Function, Evidence, and Validation cites this paper.

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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