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Does OpenBookQA leak its answer? It's the longest option and the first — and neither shortcut generalizes

Does OpenBookQA leak its answer? It's the longest option and the first — and neither shortcut generalizes

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3 min read
The same detector is 2nd, 4th, 6th and 17th on one leaderboard

The same detector is 2nd, 4th, 6th and 17th on one leaderboard

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5 min read
Picking the longest answer scores 43% on OpenBookQA and ~chance on ARC: a per-benchmark length-shortcut census

Picking the longest answer scores 43% on OpenBookQA and ~chance on ARC: a per-benchmark length-shortcut census

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4 min read
Switching agent harnesses may be noise: a 447-task study

Switching agent harnesses may be noise: a 447-task study

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4 min read
Is 'neutral is the hardest NLI label' true in every text domain? Splitting ANLI's verifier agreement by (genre, class)

Is 'neutral is the hardest NLI label' true in every text domain? Splitting ANLI's verifier agreement by (genre, class)

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4 min read
PlugThis vs Ctruh Studio: Which AI Tool Is Better?

PlugThis vs Ctruh Studio: Which AI Tool Is Better?

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8 min read
Inside ANLI's verifier file: four ways to read 29,803 human votes on an adversarial benchmark

Inside ANLI's verifier file: four ways to read 29,803 human votes on an adversarial benchmark

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5 min read
What did the model get wrong? Splitting ANLI's verifier agreement by the adversary's own error

What did the model get wrong? Splitting ANLI's verifier agreement by the adversary's own error

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4 min read
Does ANLI's 'neutral is hardest' survive its rounds? A Simpson's-paradox check on verifier agreement

Does ANLI's 'neutral is hardest' survive its rounds? A Simpson's-paradox check on verifier agreement

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5 min read
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
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