Paper Citation Record · LEDGER

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

As of 7 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 3 inbound Pith citation observations for arXiv:2506.08140.

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

pith.paper-citation-record.v1
2506.08140 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:24:57.650082Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-01T09:13:20.071265Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy9
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 5df6bb7c-22a1-46ac-ab9d-a5facb2afc20 · outbound

This paper cites an unresolved cited work.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:24:57.870771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54d62b7b-2eb2-4838-a99d-453d1411a86b · outbound

This paper cites a scientific task.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists a scientific task

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.861266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b9cc934b-a0f3-4eb9-970c-7731d2f53d87 · outbound

This paper cites A code file is considered a scientific task ONLY IF it completely satisfied the three dimensions above.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists A code file is considered a scientific task ONLY IF it completely satisfied the three dimensions above

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.851215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1e685820-da01-4e97-bbf5-5c9cefac9908 · outbound

This paper cites an unresolved cited work.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:24:57.810690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f4a0e19f-1392-4f9a-b93a-3d00f44e6af8 · outbound

This paper cites pred_results/pred_[code_file_name].[extension].

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists pred_results/pred_[code_file_name].[extension]

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.800406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d11d9fa6-4259-4126-b67c-8ddf04d815c3 · outbound

This paper cites Yes” in DATASET_LABEL field. Otherwise, you should output “No.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Yes” in DATASET_LABEL field. Otherwise, you should output “No

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.840721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3cfeddde-d9e5-49d8-8244-7f1fd5f3504d · outbound

This paper cites You will list the paths to all datasets used in the code as a list of paths after the field DATASET_PATHS.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists You will list the paths to all datasets used in the code as a list of paths after the field DATASET_PATHS

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.830474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d68ae1d1-bb5a-4a97-8636-86106e32c0c7 · outbound

This paper cites Yes” in the MODULE_LABEL. Otherwise, output a “No.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Yes” in the MODULE_LABEL. Otherwise, output a “No

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.820889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7d7c6b55-25a1-464b-b0e8-3b6a99bec267 · outbound

This paper cites an unresolved cited work.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:24:57.778901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 847404bc-50be-41a7-b760-4485214d9079 · outbound

This paper cites an unresolved cited work.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:24:57.767578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54d8ff1c-79cd-49b8-a1c2-537ec3072ade · outbound

This paper cites an unresolved cited work.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:24:57.755625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 064ccec9-b291-49ee-b837-8f35f8737048 · outbound

This paper cites In this section you will answer two questions about the functionality equivalence with the original program on GitHub and the program correctness.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists In this section you will answer two questions about the functionality equivalence with the original program on GitHub and the program correctness

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.745644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6da387b2-9c56-4468-bc4f-e8d8507b058b · outbound

This paper cites an unresolved cited work.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:24:57.735331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1c81f4de-d6cd-461b-a173-4585333ff90b · outbound

This paper cites In this section you will answer rate the task difficulty.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists In this section you will answer rate the task difficulty

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.724099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37b9b189-0ae2-485c-807b-96614d8add75 · outbound

This paper cites do not assume familiarity with certain libraries/methods/packages.).

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists do not assume familiarity with certain libraries/methods/packages.)

Reference 19

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T05:24:57.713565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 71413f12-46c2-4f14-9a44-b2a457ebf579 · outbound

This paper cites Distilling Algorithmic Reasoning from LLMs via Explaining Solution Programs.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists Distilling Algorithmic Reasoning from LLMs via Explaining Solution Programs

Reference 1981

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T05:24:57.702937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0abf0c5a-2419-468d-a387-10fe2c25ae21 · outbound

This paper cites CodeBenchGen: Creating Scalable Execution-based Code Generation Benchmarks.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists CodeBenchGen: Creating Scalable Execution-based Code Generation Benchmarks

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T05:24:57.591064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a00b5dc0-9a43-4b83-ba11-4e2c76fb35b0 · outbound

This paper cites SWE-smith: Scaling Data for Software Engineering Agents.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists SWE-smith: Scaling Data for Software Engineering Agents

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T05:24:57.595180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b19b98ef-ffec-4e7c-b4b9-035c196b0216 · outbound

This paper cites geojson_roads_speed/.

AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists geojson_roads_speed/

Reference 8192

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:24:57.789871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation e917da09-ed13-4bc4-9135-232a834e6dcb · inbound

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis cites this paper.

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-09T00:19:26.263497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8f4f06cf-fbf0-4e17-8c8e-9a6a6844f1da · inbound

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis cites this paper.

Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-01T09:15:42.713304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 974b405a-081b-4e7a-9c36-9cb24b28e3d9 · inbound

Agentic-imodels: Evolving agentic interpretability tools via autoresearch cites this paper.

Agentic-imodels: Evolving agentic interpretability tools via autoresearch AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:36:36.246578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.