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TriviaQA: multi-document distant supervision for reading comprehension

Contribution grade

Question-answering datasets · Evaluation resource design

Reference score125,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Paired independently collected trivia question-answer pairs with automatically retrieved Wikipedia and web evidence, enabling multi-document reading-comprehension training under distant supervision.

Scientific scope

Paired independently collected trivia question-answer pairs with automatically retrieved Wikipedia and web evidence, enabling multi-document reading-comprehension training under distant supervision. Presence of the answer string is the training heuristic, not proof that each retrieved document entails the answer. Question-answer pairs and question-evidence triples have different counts. Verified and unverified settings must not be silently combined.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Presence of the answer string is the training heuristic, not proof that each retrieved document entails the answer. Question-answer pairs and question-evidence triples have different counts. Verified and unverified settings must not be silently combined.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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