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When an MMLU answer key is wrong, "pick the longest answer" points to the experts' fix

When an MMLU answer key is wrong, "pick the longest answer" points to the experts' fix

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3 min read

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A Core ML model can name app code to run: what to check before you ship one

A Core ML model can name app code to run: what to check before you ship one

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2 min read
On MedMCQA, "pick the longest answer" beats chance, and EXCEPT questions only blunt it

On MedMCQA, "pick the longest answer" beats chance, and EXCEPT questions only blunt it

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4 min read
Once a Java JEP becomes a Candidate it almost always ships: a pre-registered census of 563 JEPs

Once a Java JEP becomes a Candidate it almost always ships: a pre-registered census of 563 JEPs

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3 min read
I tested whether telling an AI the student is an English learner changes how it quotes them. My own rules said: not enough data.

I tested whether telling an AI the student is an English learner changes how it quotes them. My own rules said: not enough data.

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3 min read
Can you take the bus to a hospital and be home the same day? 53,202 stops in Japan's open bus timetables

Can you take the bus to a hospital and be home the same day? 53,202 stops in Japan's open bus timetables

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4 min read
AI feedback often bolds its corrections. My quote checker now reads Markdown

AI feedback often bolds its corrections. My quote checker now reads Markdown

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3 min read
MMLU-Pro's "pick the longest answer" shortcut survives translation into all 29 MMLU-ProX languages

MMLU-Pro's "pick the longest answer" shortcut survives translation into all 29 MMLU-ProX languages

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3 min read
MCP Inspector up to 1.0.2: two critical advisories that npm audit can't see yet

MCP Inspector up to 1.0.2: two critical advisories that npm audit can't see yet

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4 min read
The doubled zero-width space in Android translations, and why it clusters after "EXIF"

The doubled zero-width space in Android translations, and why it clusters after "EXIF"

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3 min read
Ten of 45 models lose to "pick the longest answer" on 656 MMLU-Pro questions

Ten of 45 models lose to "pick the longest answer" on 656 MMLU-Pro questions

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4 min read
An ExecuTorch .pte has no pickle. Its risk is every size and offset

An ExecuTorch .pte has no pickle. Its risk is every size and offset

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4 min read
W3C now publishes half as many Recommendations a year, and Python's Accepted-PEP backlog is almost all packaging

W3C now publishes half as many Recommendations a year, and Python's Accepted-PEP backlog is almost all packaging

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4 min read
Models follow MMLU-Pro's longest-answer cue too, and three score below it

Models follow MMLU-Pro's longest-answer cue too, and three score below it

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4 min read
In a .tflite file, the Flex op name is a label: read the NodeDef

In a .tflite file, the Flex op name is a label: read the NodeDef

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3 min read
Picking the longest answer scores 67% on MMLU-Pro's STEM-website biology and psychology questions

Picking the longest answer scores 67% on MMLU-Pro's STEM-website biology and psychology questions

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3 min read
Two ways to put numpy in MessagePack, and only one of them unpickles

Two ways to put numpy in MessagePack, and only one of them unpickles

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3 min read
My quote filter hid three quarters of the quotes: checking AI feedback ranked 'more specific'

My quote filter hid three quarters of the quotes: checking AI feedback ranked 'more specific'

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3 min read
Invisible characters in 2,392 Android apps' translations: Weblate's zero-width-space fix shows up in what ships

Invisible characters in 2,392 Android apps' translations: Weblate's zero-width-space fix shows up in what ships

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3 min read
Canada's open baby-food data: a 1000x unit label, a 10x table slip, and lead vs the FDA's action levels

Canada's open baby-food data: a 1000x unit label, a 10x table slip, and lead vs the FDA's action levels

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4 min read
Your model archive can carry a program: check members by their bytes

Your model archive can carry a program: check members by their bytes

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3 min read
The IETF switched from replacing RFCs to patching them, but revises less overall: two pre-registered follow-ups

The IETF switched from replacing RFCs to patching them, but revises less overall: two pre-registered follow-ups

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4 min read
MMLU-Pro fixed one answer shortcut and doubled another, and its new questions are why

MMLU-Pro fixed one answer shortcut and doubled another, and its new questions are why

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4 min read
A SavedModel is a program: file ops your scanner may not list

A SavedModel is a program: file ops your scanner may not list

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3 min read
A .nemo checkpoint is a tar file: two risks your model scanner may not open

A .nemo checkpoint is a tar file: two risks your model scanner may not open

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3 min read
Pick the longest answer: 52.7% on MMLU international law, below chance on public relations

Pick the longest answer: 52.7% on MMLU international law, below chance on public relations

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3 min read
Most RFCs are never replaced, and errata held for a document update mostly stay held: two pre-registered studies

Most RFCs are never replaced, and errata held for a document update mostly stay held: two pre-registered studies

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3 min read
A compressed pickle is still a pickle: how joblib's compress= hides a payload from your model scanner

A compressed pickle is still a pickle: how joblib's compress= hides a payload from your model scanner

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3 min read
MMLU's 'the answer is D' is an MMLU quirk: ARC, CommonsenseQA and HellaSwag don't share it

MMLU's 'the answer is D' is an MMLU quirk: ARC, CommonsenseQA and HellaSwag don't share it

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3 min read
Six AI models graded student essays. Do they quote the student's words exactly? This time all three predictions held

Six AI models graded student essays. Do they quote the student's words exactly? This time all three predictions held

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3 min read
What breaks when you reproduce Canada's open food-safety data

What breaks when you reproduce Canada's open food-safety data

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4 min read
The PyTorch checkpoint container is itself a security signal: CVE-2025-32434 and the legacy load path

The PyTorch checkpoint container is itself a security signal: CVE-2025-32434 and the legacy load path

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3 min read
EIA's September 2026 file still shows no U.S. coal unit retired in 2026

EIA's September 2026 file still shows no U.S. coal unit retired in 2026

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1 min read
Keras 3's TorchModuleWrapper: one layer, two deserialization CVEs, and the static check most scanners skip

Keras 3's TorchModuleWrapper: one layer, two deserialization CVEs, and the static check most scanners skip

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3 min read
"Always D" scores 46.7% on MMLU high-school statistics: where benchmark answers sit, by subject and by split

"Always D" scores 46.7% on MMLU high-school statistics: where benchmark answers sit, by subject and by split

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3 min read
I pre-registered 28 guesses that popular PyPI packages have cleaner metadata. Only 9 held. Open dataset.

I pre-registered 28 guesses that popular PyPI packages have cleaner metadata. Only 9 held. Open dataset.

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3 min read
Your self-hosted AI might be open to the whole network. Here's a 2-minute self-check.

Your self-hosted AI might be open to the whole network. Here's a 2-minute self-check.

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3 min read
MMLU's "the answer is D" tilt is mostly an "all of the above" artifact

MMLU's "the answer is D" tilt is mostly an "all of the above" artifact

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4 min read
When AI essay feedback misquotes a student, it is mostly in short quotes: both of my predictions reversed again

When AI essay feedback misquotes a student, it is mostly in short quotes: both of my predictions reversed again

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3 min read
PyPI: 72% of popular packages' dependency lines are optional extras, yet they carry fewer required deps than the long tail

PyPI: 72% of popular packages' dependency lines are optional extras, yet they carry fewer required deps than the long tail

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4 min read
Why does AI essay feedback change strong students' words more? Two causes, not one

Why does AI essay feedback change strong students' words more? Two causes, not one

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3 min read
Why Japan's open bus timetables go dark on April 1: late files with nothing to fall back on

Why Japan's open bus timetables go dark on April 1: late files with nothing to fall back on

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5 min read
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
PyPI naming hygiene reversed: popular packages write dependency names more canonically than the long tail (4.8% vs 5.9%)

PyPI naming hygiene reversed: popular packages write dependency names more canonically than the long tail (4.8% vs 5.9%)

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4 min read
All five predictions reversed: in AI essay feedback, short quotes and strong essays get the most changed quotes

All five predictions reversed: in AI essay feedback, short quotes and strong essays get the most changed quotes

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3 min read
Replicating a PyPI dependency-pinning number: the published 29% exact-pin share drops to 9-17% on fresh latest-release data

Replicating a PyPI dependency-pinning number: the published 29% exact-pin share drops to 9-17% on fresh latest-release data

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5 min read
Follow-up: 95.7% of GLM-4.7's quotes keep the student's words once formatting is set aside

Follow-up: 95.7% of GLM-4.7's quotes keep the student's words once formatting is set aside

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3 min read
PyPI environment markers: popular packages gate deps on python_version and platform 5.6x more than the long tail (30% vs 5%)

PyPI environment markers: popular packages gate deps on python_version and platform 5.6x more than the long tail (30% vs 5%)

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4 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
I audited 8,946 published AI feedback reports on IELTS essays: do they quote the student exactly?

I audited 8,946 published AI feedback reports on IELTS essays: do they quote the student exactly?

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3 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
PyPI keyword strings: popular packages use commas and phrases more, yet the long tail is more parse-ambiguous (41% vs 38%)

PyPI keyword strings: popular packages use commas and phrases more, yet the long tail is more parse-ambiguous (41% vs 38%)

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4 min read
Popular PyPI packages declare keywords more often (49% vs 38%) but list fewer of them (median 4 vs 5)

Popular PyPI packages declare keywords more often (49% vs 38%) but list fewer of them (median 4 vs 5)

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4 min read
Your scanner's blind spot for self-hosted apps is policy, not accident — and neither ecosystem coverage nor import lag explains it away

Your scanner's blind spot for self-hosted apps is policy, not accident — and neither ecosystem coverage nor import lag explains it away

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4 min read
Eight pre-registered tests on U.S. power plants that slip a month: what held, and what I take back

Eight pre-registered tests on U.S. power plants that slip a month: what held, and what I take back

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2 min read
1,115 more DRAT proofs: Proposition 39 on the way to A(8) <= 10

1,115 more DRAT proofs: Proposition 39 on the way to A(8) <= 10

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10 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
Do popular PyPI packages declare themselves typed more? Yes, 1.8x — but the 'Typing :: Typed' label undercounts real typing

Do popular PyPI packages declare themselves typed more? Yes, 1.8x — but the 'Typing :: Typed' label undercounts real typing

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3 min read
PyPI's JSON API invents a project_urls 'Homepage' from the legacy Home-page field — it can't measure PEP 753 migration

PyPI's JSON API invents a project_urls 'Homepage' from the legacy Home-page field — it can't measure PEP 753 migration

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4 min read
Do popular PyPI packages use modern Markdown READMEs more? No — the head clings to legacy rST (29% vs 5%)

Do popular PyPI packages use modern Markdown READMEs more? No — the head clings to legacy rST (29% vs 5%)

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4 min read
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