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Which NLI labels are least decisive? A per-class and per-genre annotator-agreement tour of SNLI, MultiNLI and ChaosNLI

Which NLI labels are least decisive? A per-class and per-genre annotator-agreement tour of SNLI, MultiNLI and ChaosNLI

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3 min read
Where are a benchmark's gold labels least decisive? A per-genre annotator-agreement census of MultiNLI

Where are a benchmark's gold labels least decisive? A per-genre annotator-agreement census of MultiNLI

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5 min read
When a benchmark's gold is NOT the annotator majority: two reproducible censuses on ANLI and ChaosNLI

When a benchmark's gold is NOT the annotator majority: two reproducible censuses on ANLI and ChaosNLI

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4 min read
DeepSeek's own table shows the same model dropping 90.6 84.1 across five harnesses

DeepSeek's own table shows the same model dropping 90.6 84.1 across five harnesses

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3 min read
Can you re-derive a benchmark's gold labels from its raw annotator votes? Two reproducible censuses on SNLI and MultiNLI

Can you re-derive a benchmark's gold labels from its raw annotator votes? Two reproducible censuses on SNLI and MultiNLI

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4 min read
When the annotation gives away the answer: three reproducible leakage censuses on OpenBookQA, SciQ and QASC

When the annotation gives away the answer: three reproducible leakage censuses on OpenBookQA, SciQ and QASC

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4 min read
Hugging Face Official Benchmarks: Daily Update 2026-10-24

Hugging Face Official Benchmarks: Daily Update 2026-10-24

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4 min read
Do SNLI and MultiNLI share any examples? Ten reproducible censuses of gold-label integrity in NLI and QA benchmarks

Do SNLI and MultiNLI share any examples? Ten reproducible censuses of gold-label integrity in NLI and QA benchmarks

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3 min read
Antes de enviar una molécula: cómo comprobar los límites del Open Discovery Challenge con RDKit

Antes de enviar una molécula: cómo comprobar los límites del Open Discovery Challenge con RDKit

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10 min read
Tov Language Benchmarks Questioned: Suspected Manipulation Raises Credibility Concerns

Tov Language Benchmarks Questioned: Suspected Manipulation Raises Credibility Concerns

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12 min read
25 reproducible audits of the metrics and gold labels behind LLM benchmark scores

25 reproducible audits of the metrics and gold labels behind LLM benchmark scores

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4 min read
Hugging Face Official Benchmarks: Daily Update 2026-10-23

Hugging Face Official Benchmarks: Daily Update 2026-10-23

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4 min read
Infinite v0.6 benchmarks: where it is fast and where it is not

Infinite v0.6 benchmarks: where it is fast and where it is not

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3 min read
Hugging Face Official Benchmarks: Daily Update 2026-10-20

Hugging Face Official Benchmarks: Daily Update 2026-10-20

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4 min read
Five Open Science Challenges Where a Verifier, Not the Submitter, Decides the Score

Five Open Science Challenges Where a Verifier, Not the Submitter, Decides the Score

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2 min read
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