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Brown and colleagues: a statistical approach to machine translation

Contribution grade

Artificial intelligence and NLP · Data-driven language translation

Reference score220,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Machine translation became a concrete corpus-estimated probabilistic decoding problem.

Scientific scope

Exact eight-author 1990 paper; later IBM models, phrase-based SMT and neural MT separate.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the 1990 eight-author paper. Later IBM models, alignment algorithms, phrase-based systems and neural machine translation are separate contributions.

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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