Paper Citation Record · LEDGER

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis

As of 15 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2605.30434.

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

pith.paper-citation-record.v1
2605.30434 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T08:56:24.657380Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T15:12:55.579365Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

30 of 30 outbound references displayed

verified exact0
verified fuzzy0
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2e9c4672-ef93-4c8b-b402-596b9eaf1c0c · outbound

This paper cites WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T09:03:16.037202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 96694f58-b1a6-4369-bcc7-b9e9f682099e · outbound

This paper cites DABstep: Data Agent Benchmark for Multi-step Reasoning.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis DABstep: Data Agent Benchmark for Multi-step Reasoning

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T09:03:16.042821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation adf244bb-13de-4a2d-be08-e6597990a58a · outbound

This paper cites MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T09:03:16.040070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 924f8f52-c222-48b9-8ea1-d34276ef3d81 · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis GAIA: a benchmark for General AI Assistants

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T09:03:16.034481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5e09914c-e196-4233-a4e5-a3b5914795e9 · outbound

This paper cites MLE-STAR: Machine Learning Engineering Agent via Search and Targeted Refinement.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis MLE-STAR: Machine Learning Engineering Agent via Search and Targeted Refinement

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T09:03:16.048045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7e4e4610-4ffe-45a6-a581-e195d16814d6 · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis MemGPT: Towards LLMs as Operating Systems

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T09:03:16.052956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1e03a3dc-5080-4da9-b751-bdda92e7290e · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T09:03:16.050676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 284276bc-424b-4da9-8917-fd5a53aceffd · outbound

This paper cites Can llms clean up your mess? a survey of application- ready data preparation with llms,.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Can llms clean up your mess? a survey of application- ready data preparation with llms,

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T09:03:16.045337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 893da582-9d41-4ea5-976c-65942ff53d6e · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46a3b362-3f56-47a2-b3bb-baa624d59d6f · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d51d0407-048b-4ba4-b5b9-fca21c89c2a6 · outbound

This paper cites Change your plan if needed.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Change your plan if needed

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4987841-558a-44f7-bd28-1fd6811d6a69 · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdb2d6f0-a286-492d-b43b-5e5a0b96fcf3 · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d10c9a23-36c4-459d-91ce-1a2af54cff2b · outbound

This paper cites TASK: Tackle the given data science question by analyzing the provided data to generate a final answer.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis TASK: Tackle the given data science question by analyzing the provided data to generate a final answer

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37492648-377e-4fe5-8187-ecbcce23eb8f · outbound

This paper cites You ONLY need to evaluate the fields in the `ground_truth`that directly answer the question.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis You ONLY need to evaluate the fields in the `ground_truth`that directly answer the question

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d02945df-7334-43f5-b2c8-2db4ea16e697 · outbound

This paper cites - Compare numeric values exactly after normalizing trailing zeros after the decimal point.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis - Compare numeric values exactly after normalizing trailing zeros after the decimal point

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d00e3e0-0dc6-40f2-ba92-845a2c880764 · outbound

This paper cites - Trailing zeros may still be ignored unless the tolerance note explicitly requires fixed formatting.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis - Trailing zeros may still be ignored unless the tolerance note explicitly requires fixed formatting

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4facc431-caa8-4a2a-8851-c12f02bb413d · outbound

This paper cites Exception for ties: If multiple items have the exact same numerical value, any order among those tied items is acceptable.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis **Exception for ties:** If multiple items have the exact same numerical value, any order among those tied items is acceptable

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84f74b90-67d5-45c5-b038-387a99e34aad · outbound

This paper cites Do not consider variations in case, punctuation, spacing, apostrophes, typography, or shorthand forms when judging correctness.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Do **not** consider variations in case, punctuation, spacing, apostrophes, typography, or shorthand forms when judging correctness

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ef51b56-8dff-42e6-ad21-dc65907faac4 · outbound

This paper cites Judge factual correctness only.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Judge factual correctness only

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de73ec2d-473b-4314-94fc-3b422b0b53fb · outbound

This paper cites None"</error> <score>0 or 1</score>.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis None"</error> <score>0 or 1</score>

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94779590-14df-4a64-bd1a-61e5d3e7ad9c · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03b72470-e812-474e-86b4-2ca2a76bbf8c · outbound

This paper cites results are listed from strongest to weakest unless otherwise specified.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis results are listed from strongest to weakest unless otherwise specified

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5de449aa-2bf7-41d8-9ba0-6d8b4abfe313 · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30f25f88-43ee-426e-9988-70637237ec28 · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 486fd9a5-739a-43be-96fe-0b9d68450b88 · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9d9c8df-7083-49fb-82ae-f7e10e9a524b · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eb01c39-a7a9-4c47-b4d2-b0b8a0e40f27 · outbound

This paper cites an unresolved cited work.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c793957c-2658-46d1-9eca-826afd4505c1 · outbound

This paper cites Do not infer only from final numerical differences.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis Do not infer only from final numerical differences

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5655ed2b-d666-4dc1-bee3-5a555bc69c7e · outbound

This paper cites summary": {.

LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis summary": {

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-29T08:56:24.657380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1ded3b95-ae78-4632-96c6-882313b4ff40 · inbound

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents cites this paper.

Fetch-then-Explore: Decoupling Selection from Extraction over a Persistent Workspace for Search Agents LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T15:12:55.579365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.