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Computing & AI · Source-linked note

DS-1000: data-science programming with execution and API constraints

Curated and perturbed Stack Overflow problems across seven Python libraries, supplied executable contexts and combined functional tests with task-specific surface-form constraints.

What is recorded here?

Curated and perturbed Stack Overflow problems across seven Python libraries, supplied executable contexts and combined functional tests with task-specific surface-form constraints.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

The thousand tasks derive from a smaller set of source questions, not a thousand independent original posts. The evaluation environment fixes library versions. Perturbation and red teaming reduce memorization risk and observed false acceptance; they do not eliminate contamination or prove correctness.

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People and systems

Yuhang Lai; Chengxi Li; Yiming Wang; Tianyi Zhang; Ruiqi Zhong; Luke Zettlemoyer; Scott Wen-tau Yih; Daniel Fried; Sida Wang; Tao Yu

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

DS-1000: data-science programming with execution and API constraints

Curated and perturbed Stack Overflow problems across seven Python libraries, supplied executable contexts and combined functional tests with task-specific surface-form constraints.

Scientific scope

The thousand tasks derive from a smaller set of source questions, not a thousand independent original posts. The evaluation environment fixes library versions. Perturbation and red teaming reduce memorization risk and observed false acceptance; they do not eliminate contamination or prove correctness.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Yuhang Lai; Chengxi Li; Yiming Wang; Tianyi Zhang; Ruiqi Zhong; Luke Zettlemoyer; Scott Wen-tau Yih; Daniel Fried; Sida Wang; Tao Yu

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources