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Paper Citation Record · LEDGER

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

As of 16 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.598917Z digest=sha256:8c2e3def9232fe37107a95adacd929b2ddf184f6dae154aa1d69efac78d6187e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.602381Z digest=sha256:34aed261656052130684fb8980df10b90143413a32b8b29a88ed8e6ec01f4016

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.605814Z digest=sha256:fabb0e581974b0c5701ade3cbbacd2f46a2f63c8f7ef6fdbd6f5903808eb4a39

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.619885Z digest=sha256:99dce92a8fc04156e69a1d8826ebd7399a5e5f8254fc31842706993d2d1863e1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.622941Z digest=sha256:051457567cf6312be74ab729559466ffab11d28a61f963ed6b2911d9862a309e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.609625Z digest=sha256:dc1a9925de72c1d1240689869d5b05b9b1cd1e6d1ff5a135e0d3b91c4e97c62f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.613271Z digest=sha256:dc3e7f032915f177f3f1e31913213e7d81c0368705b52f0612800065ccb7513d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.616512Z digest=sha256:7579152e8d5b84d781f4fc33c094ce6edeb4c34e361bcb38654f74d16ffe549c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.630074Z digest=sha256:afa7b8bfe728c274c9e159c816fd3e41252cbe6b5220ed57653622406a03ede7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.633549Z digest=sha256:f75bdd9b58f1dc60d96bc076c4706d32b4f15d0baa02661e49e4c5b547edf198

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.636816Z digest=sha256:91df0a712179deaa651120285117d6e5b75ec5d02b429c0a5c3c2d1ce5c386be

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.639867Z digest=sha256:3e1064f02e0efb1485b066f716b696bf4bbff24de20a4262b9bb76d292bb8926

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.643593Z digest=sha256:b10e51fe66d9ace1623f18ef491940e64a3125f7782de187e1c9566782cbe449

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.646702Z digest=sha256:394e9e52e3ac3bd5abceeb345c4c5ed2919a119d9f7eb0d4a360aed1dbb81962

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.650082Z digest=sha256:fdf6e8dc1b6a4a0e2a56f7e1582359d68fa6eb1c15525590233ae05d81f8831e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.586610Z digest=sha256:7241f84947893a19233f01dcc77921a4318481354dc447fcf8f6308c629f0649

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.

source=pdf_text observed=2026-08-07T05:24:57.591064Z digest=sha256:37680d9a39b46ad661ba0ce920c847215f88fcbef62f495168e8c67ddafa10cd

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.

source=pdf_text observed=2026-08-07T05:24:57.595180Z digest=sha256:22350c0ccd6187b6632d15285e55063a5f3bb8890354f82e6ea904cab8cfee1f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T05:24:57.626397Z digest=sha256:6492272dc5269a0699db7d53b197209ce7769094fab429880da8ba6416e44af3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-08T03:47:34.897401Z digest=sha256:799ffd71708d3067415177152bae6bc19162c4b34b1aa4498af2655493332d77

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-07-01T09:13:20.071265Z digest=sha256:99a4bc659fa8aefbcc8ddfca2bb98a00b3da240c4fe7443e8041506632b48ade

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-07T16:37:43.371592Z digest=sha256:eeb762f29738eca005fc5fb3beed6e69a7baffaedf609e2308867504c99b87ff