Auto86%Harbor: pendingKnowledge & ReasoningMultilingual

BLiMPPI

Benchmark of Linguistic Minimal Pairs for Polarity Items

A multilingual evaluation suite of over 12,000 NPI minimal pairs in 33 languages, testing grammaticality judgments for negative polarity items.

How to run

ltb · blimppi
$ npm i -g lettokenburn-cli
$ ltb bench info blimppi

External harness. No Harbor adapter has been generated for this benchmark yet. `ltb bench info` prints the known links.

Runs happen on your machine with your own subscription; only the score summary is pushed. CLI docs

Scores

12 sourced entries
HarnessSourceConfidenceLink
Goldfish-70B97.2N/AIndependentmediumOct 9, 2026arxiv.org
Qwen3-27B96.2N/AIndependentmediumOct 9, 2026arxiv.org
Llama-3.1-70B-Instruct95.2N/AIndependentmediumOct 9, 2026arxiv.org
Apertus-32B94.8N/AIndependentmediumOct 9, 2026arxiv.org
Gemma 3 12B IT93.9N/AIndependentmediumOct 9, 2026arxiv.org
Gemma 3 4B93.4N/AIndependentmediumOct 9, 2026arxiv.org
Llama-3.1-8B-Instruct92.7N/AIndependentmediumOct 9, 2026arxiv.org
Goldfish-8B92.4N/AIndependentmediumOct 9, 2026arxiv.org
Aya-32B91.7N/AIndependentmediumOct 9, 2026arxiv.org
Apertus-14B91.0N/AIndependentmediumOct 9, 2026arxiv.org
Gemma 3 1B IT88.8N/AIndependentmediumOct 9, 2026arxiv.org
Apertus-8B87.0N/AIndependentmediumOct 9, 2026arxiv.org

Every number links to where it was published. Low-confidence rows are muted and need per-cell verification.

Reproduced by the community

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About

BLiMPPI contains naturalistic minimal pairs derived from Universal Dependencies treebanks across 33 languages. It targets the grammaticality of Negative Polarity Items (NPIs) in various licensing environments.

Models are evaluated on their ability to distinguish grammatical from ungrammatical sentences. Results indicate multilingual models struggle with lower-resource languages and non-n-gram solvable pairs.