Paper Citation Record · LEDGER

Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2305.10160.

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

pith.paper-citation-record.v1
2305.10160 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:01:31.426943Z

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

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

5
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 37f0bed8-eb3f-4f69-b81e-727a2200282e · inbound

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive cites this paper.

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 124

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T23:04:44.484284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0f038c9f-2969-4ee3-bd78-e5e79d30df6e · inbound

BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices cites this paper.

BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T17:01:31.426943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2402e30-e15d-44c7-95eb-752fd06122a3 · inbound

AntiLeakBench: Preventing Data Contamination by Automatically Constructing Benchmarks with Updated Real-World Knowledge cites this paper.

AntiLeakBench: Preventing Data Contamination by Automatically Constructing Benchmarks with Updated Real-World Knowledge Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T12:58:02.061334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation def9805a-17ce-494c-bcb4-8975ff197ef5 · inbound

Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis cites this paper.

Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T10:54:26.282453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8948bcd2-cb98-4b5b-a743-8de1248f04a9 · inbound

How Well Does GPT-4o Understand Vision? Evaluating Multimodal Foundation Models on Standard Computer Vision Tasks cites this paper.

How Well Does GPT-4o Understand Vision? Evaluating Multimodal Foundation Models on Standard Computer Vision Tasks Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:57:07.979885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1b7beccb-dbfb-4fc2-913d-02deb0567a92 · inbound

When Generic Prompt Improvements Hurt: Evaluation-Driven Iteration for LLM Applications cites this paper.

When Generic Prompt Improvements Hurt: Evaluation-Driven Iteration for LLM Applications Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T06:46:26.230145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dfe038a-0acd-4db3-ba54-d5683f83287b · inbound

Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation cites this paper.

Reward Modeling for Reinforcement Learning-Based LLM Reasoning: Design, Challenges, and Evaluation Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T03:04:43.721746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cff115f9-91d8-4e04-92c3-93e4e40e7104 · inbound

Do Androids Dream of Breaking the Game? Systematically Auditing AI Agent Benchmarks with BenchJack cites this paper.

Do Androids Dream of Breaking the Game? Systematically Auditing AI Agent Benchmarks with BenchJack Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:32:56.943868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5ff2b34a-7ad9-403e-a716-6ce5d3514417 · inbound

Pretraining Data Exposure in Large Language Models: A Survey of Membership Inference, Data Contamination, and Security Implications cites this paper.

Pretraining Data Exposure in Large Language Models: A Survey of Membership Inference, Data Contamination, and Security Implications Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T17:24:56.608658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f279528b-74e9-4044-a744-ad2286e9e365 · inbound

Measuring Progress Toward AGI: A Cognitive Framework cites this paper.

Measuring Progress Toward AGI: A Cognitive Framework Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-06-29T12:03:23.843852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 13615bf3-77df-4b8d-b153-3737578c7886 · inbound

Zero Gap Is Not Restoration: Stratified Per-Question Probability Evaluation and Step-wise Mitigation of Benchmark Contamination cites this paper.

Zero Gap Is Not Restoration: Stratified Per-Question Probability Evaluation and Step-wise Mitigation of Benchmark Contamination Stop Uploading Test Data in Plain Text: Practical Strategies for Mitigating Data Contamination by Evaluation Benchmarks

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T06:02:27.886353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.